M2.875 · Deep Learning · PEC3
2021-2 · Máster universitario en Ciencia de datos (Data science)
Estudios de Informática, Multimedia y Telecomunicación
En esta práctica implementaremos redes neuronales recurrentes para generar música.
Importante: La entrega debe hacerse en formato notebook y en formato html donde se vea el código y los resultados y comentarios de cada ejercicio. Para exportar el notebook a html puede hacerse desde el menú File $\to$ Download as $\to$ HTML.
Esta PEC está basada en el siguiente artículo de investigación, aunque por motivos de extensión no podremos pasar por todos los puntos del artículo.
La primera etapa de esta PEC será leer y entender la idea general de este trabajo. El artículo os da acceso al código original con el que se ha llevado a cabo el trabajo y en el que además esta basado gran parte del código que aquí os adjuntamos, aunque por la complejidad y extensión del código no os recomendamos que sumergáis demasiado en él.
La PEC consta de una etapa de interpretación de los datos (un paso vital en todo proyecto real), donde se pedirá reproducir una gráfica del artículo. Luego entrenaremos una red LSTM para generar acordes a partir de archivos MIDI. Finalmente, usaremos la capa de embedding de la red entrenada para hacer una proyección de los acordes en 2D y visualizar el concepto de word2vec.
Además de este fichero os hemos adjuntado un archivo comprimido con una estructura de datos similar a la usada en el artículo y que os recomendamos (por vuestro bien) que no modifiquéis :). Allí encontraréis una carpeta llamada data donde se encuentra la base de datos que usaremos y otros ficheros que os facilitamos con datos de redes ya entrenadas (en la carpeta models)
!pip install pretty_midi==0.2.8
Collecting pretty_midi==0.2.8
Downloading pretty_midi-0.2.8.tar.gz (5.6 MB)
|████████████████████████████████| 5.6 MB 4.4 MB/s
Requirement already satisfied: numpy>=1.7.0 in /usr/local/lib/python3.7/dist-packages (from pretty_midi==0.2.8) (1.21.6)
Collecting mido>=1.1.16
Downloading mido-1.2.10-py2.py3-none-any.whl (51 kB)
|████████████████████████████████| 51 kB 6.5 MB/s
Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from pretty_midi==0.2.8) (1.15.0)
Building wheels for collected packages: pretty-midi
Building wheel for pretty-midi (setup.py) ... done
Created wheel for pretty-midi: filename=pretty_midi-0.2.8-py3-none-any.whl size=5590821 sha256=eb16c05120617bbeb8da77c905c21259a54c9bc9713fe64708c035c8960dd19b
Stored in directory: /root/.cache/pip/wheels/53/fd/dd/20e1b16dbcf028bbbd7f53b570bc3521183731cba4a73cb310
Successfully built pretty-midi
Installing collected packages: mido, pretty-midi
Successfully installed mido-1.2.10 pretty-midi-0.2.8
pip install --upgrade pyfluidsynth
Collecting pyfluidsynth Downloading pyFluidSynth-1.3.0-py3-none-any.whl (18 kB) Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from pyfluidsynth) (1.21.6) Installing collected packages: pyfluidsynth Successfully installed pyfluidsynth-1.3.0
from google.colab import drive
drive.mount('/content/drive/')
Drive already mounted at /content/drive/; to attempt to forcibly remount, call drive.mount("/content/drive/", force_remount=True).
# añade el path a tu directorio
%cd /content/drive/MyDrive/UOC-DataScience/DL_Operativa/PEC_3/PEC_3/
/content/drive/MyDrive/UOC-DataScience/DL_Operativa/PEC_3/PEC_3
import numpy as np
import matplotlib.pyplot as plt
import _pickle as pickle
import os
import sys
import pretty_midi as pm
import mido
from collections import Counter
import collections
import pandas as pd
importamos módulos propios (archivos .py) que podréis encontrar en la estructura de carpetas que os hemos facilitado
from settings import *
import midi_functions as mf
import data_processing_functions as dpf
En esta sección vamos a entender un poco mejor la información que contiene un fichero MIDI y reproduciremos un archivo de nuestra base de datos. Para esta sección os recomendamos que le echéis un vistazo a la sección "Extract notes" del siguiente tutorial de tensorflow.
1.2.1 Escoger un fichero MIDI de la base de datos y crear las funciones necesarias para extraer las notas, el tiempo en que se toca cada nota, su duración y el momento en que se tocan. Este proceso se debe aplicar solo a un instrumento: "Acoustic Grand Piano".
nota: Si el fichero escogido no tiene piano elegir otro fichero
import glob
filenames = glob.glob("data/original/*mid")
print('Number of files:', len(filenames))
Number of files: 50
sample_file = filenames[10]
print(sample_file)
data/original/1b21aa92341858ada59f72acd3d87a94.mid
import pretty_midi
pm = pretty_midi.PrettyMIDI(sample_file)
print('Number of instruments:', len(pm.instruments))
instrument = pm.instruments[0]
instrument_name = pretty_midi.program_to_instrument_name(instrument.program)
print('Instrument name:', instrument_name)
Number of instruments: 9 Instrument name: Acoustic Grand Piano
def getMidiFile_info(file, instrument):
"""
file: midi file path
instrument: string of the name´s instrument to get the data
"""
pm = pretty_midi.PrettyMIDI(file)
instrumentsList = []
for i in range(0, len(pm.instruments)):
e = pretty_midi.program_to_instrument_name(pm.instruments[i].program)
instrumentsList.append(e)
idx = instrumentsList.index(str(instrument))
instrument = pm.instruments[idx]
notes = collections.defaultdict(list)
instrument_name = pretty_midi.program_to_instrument_name(instrument.program)
print('Instrument name:', instrument_name)
# Sort the notes by start time
sorted_notes = sorted(instrument.notes, key=lambda note: note.start)
prev_start = sorted_notes[0].start
for note in sorted_notes:
start = note.start
end = note.end
notes['pitch'].append(note.pitch)
notes['start'].append(start)
notes['end'].append(end)
notes['step'].append(start - prev_start)
notes['duration'].append(end - start)
notes['Note_Name'].append(pretty_midi.note_number_to_name(note.pitch))
prev_start = start
return pd.DataFrame({name: np.array(value) for name, value in notes.items()})
sample_file = filenames[10]
print("file: {}".format(sample_file))
dataPiano = getMidiFile_info(sample_file, "Acoustic Grand Piano")
dataPiano.head()
file: data/original/1b21aa92341858ada59f72acd3d87a94.mid Instrument name: Acoustic Grand Piano
| pitch | start | end | step | duration | Note_Name | |
|---|---|---|---|---|---|---|
| 0 | 42 | 1.846028 | 1.865257 | 0.000000 | 0.019229 | F#2 |
| 1 | 42 | 2.769042 | 2.788271 | 0.923014 | 0.019229 | F#2 |
| 2 | 42 | 3.692056 | 3.711285 | 0.923014 | 0.019229 | F#2 |
| 3 | 42 | 4.153563 | 4.172792 | 0.461507 | 0.019229 | F#2 |
| 4 | 42 | 4.615070 | 4.634299 | 0.461507 | 0.019229 | F#2 |
dataPiano.sample(5)
| pitch | start | end | step | duration | Note_Name | |
|---|---|---|---|---|---|---|
| 10 | 42 | 26.324214 | 26.343899 | 0.001230 | 0.019685 | F#2 |
| 9 | 64 | 26.322984 | 26.342669 | 0.126722 | 0.019685 | E4 |
| 158 | 42 | 45.695713 | 45.715244 | 0.003662 | 0.019531 | F#2 |
| 35 | 42 | 30.565101 | 30.584786 | 0.225147 | 0.019685 | F#2 |
| 13 | 63 | 27.011959 | 27.031644 | 0.221456 | 0.019685 | D#4 |
dataPiano.tail()
| pitch | start | end | step | duration | Note_Name | |
|---|---|---|---|---|---|---|
| 163 | 38 | 46.164463 | 46.183994 | 0.003662 | 0.019531 | D2 |
| 164 | 36 | 46.166904 | 46.186435 | 0.002441 | 0.019531 | C2 |
| 165 | 42 | 46.395176 | 46.414707 | 0.228271 | 0.019531 | F#2 |
| 166 | 62 | 46.398838 | 46.418369 | 0.003662 | 0.019531 | D4 |
| 167 | 36 | 46.628330 | 46.647861 | 0.229492 | 0.019531 | C2 |
1.2.2 Modificar la funcion plot_piano_roll del tutorial para poder graficar el pianoroll de la canción MIDI escogida. En este caso deberemos poder indicar un tiempo máximo de la canción que queremos añadir en el pianoroll. Además, si pasamos un max_time=-1, se deberán graficar todas las notas de la canción
dataPiano[dataPiano["end"] <= 15]
| pitch | start | end | step | duration | Note_Name | |
|---|---|---|---|---|---|---|
| 0 | 42 | 1.846028 | 1.865257 | 0.000000 | 0.019229 | F#2 |
| 1 | 42 | 2.769042 | 2.788271 | 0.923014 | 0.019229 | F#2 |
| 2 | 42 | 3.692056 | 3.711285 | 0.923014 | 0.019229 | F#2 |
| 3 | 42 | 4.153563 | 4.172792 | 0.461507 | 0.019229 | F#2 |
| 4 | 42 | 4.615070 | 4.634299 | 0.461507 | 0.019229 | F#2 |
| 5 | 42 | 5.076577 | 5.095806 | 0.461507 | 0.019229 | F#2 |
def plot_piano_roll(dataNotes, max_time):
"""
dataNotes: pd.DataFrame with notes info
time: int seconds to plot
"""
if max_time == -1:
dataNotes = dataNotes
else:
dataNotes = dataNotes[dataPiano["end"] <= max_time]
#title = f'Whole track'
count = len(dataNotes['pitch'])
plt.figure(figsize=(20, 4))
plot_pitch = np.stack([dataNotes['pitch'], dataNotes['pitch']], axis=0)
plot_start_stop = np.stack([dataNotes['start'], dataNotes['end']], axis=0)
plt.plot(
plot_start_stop[:, :count], plot_pitch[:, :count], color="b", marker=".")
plt.xlabel('Time {}'.format(max_time))
plt.ylabel('Pitch')
plt.show()
#_ = plt.title(title)
plot_piano_roll(dataPiano, 5)
plot_piano_roll(dataPiano, -1)
Ahora volvemos al artículo y aplicaremos el procesado de datos. Buscar dentro del fichero data_processing_functions.py la función que se encarga de llevar a cabo todo el procesado de datos y llamarla desde aquí
from data_processing_functions import do_all_steps
La función que realiza el procesado completo de los datos se llama do_all_steps() no lleva parámetros y lo que hace es ejecutar una a una todas las funciones del fichero de data_processing_functions.py sobre el directorio de data donde se encuentran los ficheros tipo MDI
do_all_steps()
changing Tempo histogramming data/tempo/
/usr/local/lib/python3.7/dist-packages/pretty_midi/pretty_midi.py:100: RuntimeWarning: Tempo, Key or Time signature change events found on non-zero tracks. This is not a valid type 0 or type 1 MIDI file. Tempo, Key or Time Signature may be wrong. RuntimeWarning)
make song histo shifting midi files making note indexes histogramming data/shifted/tempo/ extracting chords getting dictionary converting chords to index sequences done
1.3.1 ¿Qué hace la función change_tempo_folder?¿Qué bpm fija para las canciones?
La función change_tempo_folder lo que hace es recorrer todos los subdirectorios de una carpeta source, para cada fichero cambia el nombre del path y genera un path objetivo dentro de la carpeta tempo, si este directorio target no existe, lo creará y posteriormente ejecutará el método change_tempo. La función básicamente lo que hace es migrar una serie de ficheros entre directorios.
1.3.2 Una vez tenemos ejecutado el procesado de datos se habrán creado muchas carpetas y muchos ficheros nuevos en la actual carpeta data. Ahora usaremos algunos de estos ficheros para construir la figura 2 del artículo usando los datos procesados. Crearemos dos funciones:
basadas en las funciones save_histo_oct_from_midi_folder y midi_to_histo_oct que encontraréis en los ficheros midi_functions.py y data_processing_functions.py. Ahora las modificaremos para que nos devuelvan datos para dos tipos de histogramas: uno igual a la figura 2 del artículo (apariciones VS pitch) y otro, usando el histo_oct, que serán datos para graficar apariciones VS notas en cualquier octava, es decir, el número de veces que aparece una nota (sin importar a que octava pertenezca) a lo largo de una canción.
indicación: Es importante entender la estructura de las variables:
dentro de la funcion midi_to_histo_oct
#usa este vector como labels del segundo gráfico
notas_en_una_octava = ['C','C#','D','D#','E','F','F#','G','G#','A','A#','B']
def my_save_histo_oct_from_midi_folder(...):
pass
def my_midi_to_histo_oct(...):
pass
def my_save_histo_oct_from_midi_folder(tempo_folder,histo_folder):
print(tempo_folder)
nfiles=0
for path, subdirs, files in os.walk(tempo_folder):
for name in files:
_path = path.replace('\\', '/') + '/'
_name = name.replace('\\', '/')
target_path = histo_folder+_path[len(tempo_folder):]
if not os.path.exists(target_path):
os.makedirs(target_path)
try:
nfiles+=1
if nfiles%100==0:
print("File #",nfiles,"Current file = ",_path,"/",_name)
mf.midi_to_histo_oct(samples_per_bar,octave, fs, _name, _path, target_path)
except (ValueError, EOFError, IndexError, OSError, KeyError, ZeroDivisionError) as e:
exception_str = 'Unexpected error in ' + name + ':\n', e, sys.exc_info()[0]
print(exception_str)
tempo_folder = "data/tempo"
histo_folder = "data/histo"
my_save_histo_oct_from_midi_folder(tempo_folder, histo_folder)
data/tempo
/usr/local/lib/python3.7/dist-packages/pretty_midi/pretty_midi.py:100: RuntimeWarning: Tempo, Key or Time signature change events found on non-zero tracks. This is not a valid type 0 or type 1 MIDI file. Tempo, Key or Time Signature may be wrong. RuntimeWarning)
def midi_to_histo_oct(samples_per_bar,octave, fs, name, path, histo_path):
# print(path + name)
pianoroll = get_pianoroll(name, path, fs)
histo_bar = pianoroll_to_histo_bar(pianoroll, samples_per_bar)
histo_oct = histo_bar_to_histo_oct(histo_bar, octave)
pickle.dump(histo_oct,open(histo_path + name + '.pickle' , 'wb'))
1.3.3 Buscar en internet sobre las escalas musicales e indicar que escala es la que más aparece en todas las canciones analizadas. ¿Cuáles dirías que son las notas más importantes de la escala?
El siguiente paso en el artículo es el entrenamiento de una red LSTM para la generación de acordes. Esta parte la haremos con un data set más pequeño y lo compararemos con resultados de entrenamientos previos que os faciliaremos. Primero cargamos la librerias que necesitaremos
from keras.models import Sequential
from keras.layers import LSTM
from keras.layers import Dense, Activation
from keras.layers import Embedding
from tensorflow.keras.optimizers import RMSprop, Adam
import tensorflow as tf
from tensorflow.compat.v1.keras.backend import set_session
import keras.utils
from keras.utils import np_utils
from random import shuffle
import progressbar
import time
2.1.1 En la carpeta data encontraréis un fichero llamado dataset.pkl que contiene 11338 canciones de train y 3780 de test. Usando pickle cargar los datos y luego separar 2000 para train y 500 canciones para test en las variables:
crea además train_set_size y test_set_size
df = pd.read_pickle("data/dataset.pkl")
print("Total canciones de train: {}".format(len(df[0])))
print("Total canciones de test: {}".format(len(df[1])))
train = [np.array(i) for i in df[0]]
test = [np.array(i) for i in df[1]]
Total canciones de train: 11338 Total canciones de test: 3780
train_set_size = 2020 ### 2000
test_set_size = 500 ### 500
import random
train_set = random.sample(train, k=train_set_size)
test_set = random.sample(test, k=test_set_size)
print("Número de muestras escogidas para train: {}".format(len(train_set)))
print("Número de muestras escogidas para test: {}".format(len(test_set)))
Número de muestras escogidas para train: 2020 Número de muestras escogidas para test: 500
train_set[0]
array([14, 18, 28, 18, 28, 29, 28, 18, 28, 11, 2, 11, 2, 11, 2, 11, 2,
8, 6, 11, 2, 11, 19, 11, 2, 19, 2, 11, 2, 13, 2, 2, 19, 1,
6, 11, 19, 1, 6, 11, 2, 8, 6, 11, 2, 11, 19, 11, 2, 19, 2,
11, 2, 13, 2, 2, 19, 1, 6, 11, 19, 1, 6, 11, 2, 11, 2, 11,
2, 2, 2, 11, 6, 9, 2, 11, 2, 19, 2, 11, 2, 13, 2, 2, 19,
1, 6, 11, 19, 1, 6, 11, 19, 1, 6, 11, 19, 1, 6, 11, 2, 11,
2, 11, 2, 11, 2, 11, 2, 12, 12, 12])
test_set[1]
array([14, 4, 22, 23, 23, 4, 22, 23, 23, 4, 4, 2, 2, 4, 4, 2, 23,
35, 31, 4, 29, 22, 32, 10, 22, 4, 22, 2, 2, 4, 22, 2, 13, 5,
5, 10, 28, 15, 5, 10, 22, 17, 1, 1, 6, 10, 7, 3, 25, 16, 23,
1, 6, 10, 1, 3, 25, 4, 46, 4, 21, 2, 2, 4, 0, 0, 0, 10,
10, 5, 3, 17, 36, 19, 6, 10, 10, 5, 26, 3, 25, 28, 0, 1, 6,
10, 7, 3, 25, 16, 23, 1, 6, 10, 1, 3, 25, 4, 46, 4, 21, 2,
2, 1, 6, 10, 1, 41, 25, 16, 24, 1, 23, 10, 1, 41, 25, 16, 23,
1, 6, 10, 1, 41, 25, 16, 23, 1, 6])
2.2.1 Ahora definiremos los parámetros de nuestra red LSTM usando los parámetros que dan en el artículo. El único cambio será en el tamaño de la red LSTM, en la que usaremos la mitad de la LSTM del artículo y número de epochs que usaremos 10 en nuestro caso
batch_size = 1
step_size = 1
epochs = 10
#completar
lstm_size = 256
learning_rate = 1e-06
optimizer = 'Adam'
El siguiente código es para mantener la estructura de carpetas que usan en el artículo ya que hay mucho código que depende de esta estructura:
##--------NO TOCAR-------------------------------------------------------
base_path = 'models/chords/'
model_filetype = '.pickle'
shuffle_train_set = True
bidirectional = False
#Create model dir
fd = {'shifted': shifted, 'lr': learning_rate, 'emdim': chord_embedding_dim, 'opt': optimizer,
'bi': bidirectional, 'lstms': lstm_size, 'trainsize': train_set_size, 'testsize': test_set_size, 'samples_per_bar': samples_per_bar}
t = str(np.random.randint(1000,9999))
model_name = t+ '-Shifted_%(shifted)s_Lr_%(lr)s_EmDim_%(emdim)s_opt_%(opt)s_bi_%(bi)s_lstmsize_%(lstms)s_trainsize_%(trainsize)s_testsize_%(testsize)s_samples_per_bar%(samples_per_bar)s' % fd
model_path = base_path + model_name + '/'
if not os.path.exists(model_path):
os.makedirs(model_path)
##--------NO TOCAR-------------------------------------------------------
2.2.2 Finalmente definimos y compilamos la red con una capa de Embedding antes de la LSTM. Para este paso, acceder al código original del artículo y buscar en que fichero se entrena la LSTM copiar la estructura eliminando código que no es de nuestro interés
test_step = 500 # Calculate error for test set every this many songs
verbose = False
show_plot = False
save_plot = True
step_size = 1
save_step = 10
shuffle_train_set = True
bidirectional = False
print('creating model...')
model = Sequential()
model.add(Embedding(num_chords, chord_embedding_dim, input_length=step_size, name="embedding", batch_input_shape=(batch_size,step_size)))
model.add(LSTM(lstm_size, stateful=True))
model.add(Dense(num_chords))
model.add(Activation('softmax'))
if optimizer == 'Adam':
optimizer = Adam(lr=learning_rate)
elif optimizer == 'RMS':
optimizer = RMSprop(lr=learning_rate)
loss = 'categorical_crossentropy'
print("compiling model")
model.compile(optimizer, loss)
creating model... compiling model
/usr/local/lib/python3.7/dist-packages/keras/optimizer_v2/adam.py:105: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead. super(Adam, self).__init__(name, **kwargs)
2.3.1 Siguiendo el código orginal del artículo donde se define la arquitectura de la LSTM para los acordes hay 3 funciones más:
que nos serán de ayuda para el entrenamiento, testeo y para guardar los datos sobre el modelo entrenado. Guardaremos el valor de la loss tanto para test como para train cada 500 canciones, por lo que tendremos más de un punto por epoch. Modifica, si es necesario, las funciones test() y train() para que los ficheros de total_test y total_train dejen constancia de la epoch a la que pertenecen, esto te ayudará al graficar los datos más adelante.
Añade, antes de cada función una cabecera explicando brevemente lo que ésta hace.
nota: comprueba que has definido todas las variables necesarias para que las funciones no den error en mitad del entrenamiento. Comienza usando menos datos para agilizar el proceso y una vez funcione todo usa el set completo
epoch_array=[]
total_test_loss_array = []
total_train_loss_array = []
total_test_loss = 0
show_plot = False
save_plot = False
test_step = 500
verbose = False
save_step = 1
#crea aquí las funciones test(), train() y save_params()
def test():
"""
la función va desarrolla un loop en el que se evalúa cancación a canción del test dataset
gráfica la función de pérdida luego de evaluar el dataset test y guarda en un array los valores de dicha función.
"""
print('\nTesting:')
total_test_loss = 0
bar = progressbar.ProgressBar(maxval=test_set_size, redirect_stdout=False)
for i, test_song in enumerate(test_set):
X_test = test_song[:-1]
Y_test = np_utils.to_categorical(test_song[1:], num_classes=num_chords)
loss = model.evaluate(X_test, Y_test, batch_size=batch_size, verbose=verbose)
model.reset_states()
total_test_loss += loss
bar.update(i+1)
total_test_loss_array.append(total_test_loss/test_set_size)
print('\nTotal test loss: ', total_test_loss/test_set_size)
print('-'*50)
plt.plot(total_test_loss_array, 'b-', label='test loss')
plt.plot(total_train_loss_array, 'r-', label='train loss')
# plt.legend()
plt.ylabel(model_path)
# plt.axis([0, 50, 3, 5])
plt.grid()
if show_plot: plt.show()
if save_plot: plt.savefig(model_path+'plot.png')
pickle.dump(total_test_loss_array,open(model_path+'total_test_loss_array.pickle', 'wb'))
pickle.dump(total_train_loss_array,open(model_path+'total_train_loss_array.pickle', 'wb'))
def train():
"""
Esta función va realizando un loop por cada época,
en cada época realiza otro loop en el que se va entrenando a la red canción por canción.
Es importante destacar que la red va entrenando por una canción a la vez.
Además se van guardando los resultados de cada loop de entrenamiento.
"""
print('training model...')
total_train_loss = 0
for e in range(1, epochs+1):
print('Epoch ', e, 'of ', epochs, 'Epochs\nTraining:')
if shuffle_train_set:
shuffle(train_set)
bar = progressbar.ProgressBar(maxval=train_set_size)
for i, song in enumerate(train_set):
# bar.start()
X = song[:-1]
Y = np_utils.to_categorical(song[1:], num_classes=num_chords)
hist = model.fit(X, Y, batch_size=batch_size, shuffle=False, verbose=verbose)
model.reset_states()
bar.update(i+1)
# print(hist.history)
total_train_loss += hist.history['loss'][0]
if (i+1)%test_step is 0:
total_train_loss = total_train_loss/test_step
total_train_loss_array.append(total_train_loss)
test()
total_train_loss = 0
if e%save_step is 0:
u = i + 1
print('saving model')
model_save_path = model_path + 'model_' + 'Epoch' + str(e) + '_' + str(u) + model_filetype
model.save(model_save_path)
def save_params():
"""
crea un txt con el nombre del modelo y guarda los parámetros
con los fue que corrido el modelo
"""
with open(model_path + 'params.txt', "w") as text_file:
text_file.write("epochs: %s" % epochs + '\n')
text_file.write("train_set_size: %s" % train_set_size + '\n')
text_file.write("test_set_size: %s" % test_set_size + '\n')
text_file.write("lstm_size: %s" % lstm_size + '\n')
text_file.write("embedding_dim: %s" % chord_embedding_dim + '\n')
text_file.write("learning_rate: %s" % learning_rate + '\n')
#text_file.write("save_step: %s" % save_step + '\n')
text_file.write("shuffle_train_set: %s" % shuffle_train_set + '\n')
text_file.write("test_step: %s" % test_step + '\n')
text_file.write("bidirectional: %s" % bidirectional + '\n')
text_file.write("num_chords: %s" % num_chords + '\n')
text_file.write("chord_n: %s" % chord_n + '\n')
2.3.2 Responde las siguientes preguntas:
2.3.3 Entrena la red usando las funciones anteriores
import time
start_time = time.time()
print("---------------")
print("saving params")
save_params()
print("starting training..")
train()
#print("starting Testing..")
#test()
print("Finished on {} secs".format(round(time.time() - start_time)))
--------------- saving params starting training.. training model... Epoch 1 of 10 Epochs Training:
N/A% (0 of 2020) | | Elapsed Time: 0:00:00 ETA: --:--:--
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (2 of 2020) | | Elapsed Time: 0:00:03 ETA: 1:05:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (3 of 2020) | | Elapsed Time: 0:00:07 ETA: 2:04:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_3.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_3.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (4 of 2020) | | Elapsed Time: 0:00:11 ETA: 2:16:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_4.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_4.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (5 of 2020) | | Elapsed Time: 0:00:15 ETA: 2:20:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_5.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_5.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (6 of 2020) | | Elapsed Time: 0:00:19 ETA: 2:04:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_6.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_6.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (7 of 2020) | | Elapsed Time: 0:00:23 ETA: 2:14:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_7.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_7.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (8 of 2020) | | Elapsed Time: 0:00:27 ETA: 2:08:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_8.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_8.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (9 of 2020) | | Elapsed Time: 0:00:31 ETA: 2:02:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_9.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_9.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (10 of 2020) | | Elapsed Time: 0:00:35 ETA: 2:19:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_10.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_10.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (11 of 2020) | | Elapsed Time: 0:00:39 ETA: 2:13:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_11.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_11.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (12 of 2020) | | Elapsed Time: 0:00:42 ETA: 2:04:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_12.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_12.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (13 of 2020) | | Elapsed Time: 0:00:46 ETA: 2:12:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_13.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_13.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (14 of 2020) | | Elapsed Time: 0:00:50 ETA: 2:12:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_14.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_14.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (15 of 2020) | | Elapsed Time: 0:00:54 ETA: 2:05:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_15.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_15.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (16 of 2020) | | Elapsed Time: 0:00:58 ETA: 2:17:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_16.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_16.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (17 of 2020) | | Elapsed Time: 0:01:02 ETA: 2:11:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_17.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_17.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (18 of 2020) | | Elapsed Time: 0:01:06 ETA: 2:10:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_18.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_18.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (19 of 2020) | | Elapsed Time: 0:01:10 ETA: 2:23:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_19.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_19.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (20 of 2020) | | Elapsed Time: 0:01:14 ETA: 2:10:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_20.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_20.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (21 of 2020) | | Elapsed Time: 0:01:18 ETA: 2:02:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_21.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_21.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (22 of 2020) | | Elapsed Time: 0:01:22 ETA: 2:23:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_22.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_22.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (23 of 2020) | | Elapsed Time: 0:01:26 ETA: 2:13:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_23.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_23.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (24 of 2020) | | Elapsed Time: 0:01:30 ETA: 2:13:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_24.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_24.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (25 of 2020) | | Elapsed Time: 0:01:34 ETA: 2:19:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_25.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_25.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (26 of 2020) | | Elapsed Time: 0:01:38 ETA: 2:14:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_26.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_26.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (27 of 2020) | | Elapsed Time: 0:01:43 ETA: 2:22:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_27.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_27.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (28 of 2020) | | Elapsed Time: 0:01:47 ETA: 2:15:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_28.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_28.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (29 of 2020) | | Elapsed Time: 0:01:51 ETA: 2:13:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_29.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_29.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (30 of 2020) | | Elapsed Time: 0:01:55 ETA: 2:04:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_30.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_30.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (31 of 2020) | | Elapsed Time: 0:01:59 ETA: 2:14:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_31.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_31.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (32 of 2020) | | Elapsed Time: 0:02:03 ETA: 2:14:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_32.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_32.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (33 of 2020) | | Elapsed Time: 0:02:07 ETA: 2:06:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_33.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_33.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (34 of 2020) | | Elapsed Time: 0:02:11 ETA: 2:13:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_34.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_34.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (35 of 2020) | | Elapsed Time: 0:02:15 ETA: 2:08:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_35.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_35.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (36 of 2020) | | Elapsed Time: 0:02:18 ETA: 2:05:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_36.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_36.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (37 of 2020) | | Elapsed Time: 0:02:22 ETA: 2:14:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_37.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_37.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (38 of 2020) | | Elapsed Time: 0:02:26 ETA: 2:13:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_38.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_38.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (39 of 2020) | | Elapsed Time: 0:02:30 ETA: 2:05:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_39.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_39.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (40 of 2020) | | Elapsed Time: 0:02:34 ETA: 2:16:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_40.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_40.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (41 of 2020) | | Elapsed Time: 0:02:39 ETA: 2:18:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_41.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_41.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (42 of 2020) | | Elapsed Time: 0:02:42 ETA: 1:57:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_42.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_42.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (43 of 2020) | | Elapsed Time: 0:02:46 ETA: 2:19:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_43.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_43.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (44 of 2020) | | Elapsed Time: 0:02:50 ETA: 2:10:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_44.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_44.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (45 of 2020) | | Elapsed Time: 0:02:54 ETA: 2:06:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_45.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_45.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (46 of 2020) | | Elapsed Time: 0:02:58 ETA: 2:17:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_46.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_46.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (47 of 2020) | | Elapsed Time: 0:03:02 ETA: 2:12:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_47.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_47.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (48 of 2020) | | Elapsed Time: 0:03:06 ETA: 2:02:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_48.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_48.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (49 of 2020) | | Elapsed Time: 0:03:10 ETA: 2:11:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_49.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_49.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (50 of 2020) | | Elapsed Time: 0:03:14 ETA: 2:05:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_50.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_50.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (51 of 2020) | | Elapsed Time: 0:03:18 ETA: 2:03:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_51.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_51.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (52 of 2020) | | Elapsed Time: 0:03:22 ETA: 2:11:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_52.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_52.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (53 of 2020) | | Elapsed Time: 0:03:26 ETA: 2:12:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_53.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_53.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (54 of 2020) | | Elapsed Time: 0:03:30 ETA: 2:05:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_54.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_54.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (55 of 2020) | | Elapsed Time: 0:03:34 ETA: 2:11:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_55.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_55.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (56 of 2020) | | Elapsed Time: 0:03:38 ETA: 2:09:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_56.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_56.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (57 of 2020) | | Elapsed Time: 0:03:41 ETA: 1:56:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_57.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_57.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (58 of 2020) | | Elapsed Time: 0:03:45 ETA: 2:13:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_58.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_58.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (59 of 2020) | | Elapsed Time: 0:03:49 ETA: 2:07:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_59.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_59.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (60 of 2020) | | Elapsed Time: 0:03:53 ETA: 2:04:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_60.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_60.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (61 of 2020) | | Elapsed Time: 0:03:57 ETA: 2:12:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_61.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_61.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (62 of 2020) | | Elapsed Time: 0:04:01 ETA: 2:10:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_62.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_62.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (63 of 2020) | | Elapsed Time: 0:04:05 ETA: 1:55:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_63.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_63.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (64 of 2020) | | Elapsed Time: 0:04:09 ETA: 2:15:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_64.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_64.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (65 of 2020) | | Elapsed Time: 0:04:13 ETA: 2:06:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_65.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_65.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (66 of 2020) | | Elapsed Time: 0:04:16 ETA: 2:06:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_66.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_66.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (67 of 2020) | | Elapsed Time: 0:04:21 ETA: 2:16:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_67.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_67.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (68 of 2020) | | Elapsed Time: 0:04:25 ETA: 2:09:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_68.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_68.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (69 of 2020) | | Elapsed Time: 0:04:28 ETA: 2:01:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_69.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_69.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (70 of 2020) | | Elapsed Time: 0:04:32 ETA: 2:13:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_70.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_70.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (71 of 2020) | | Elapsed Time: 0:04:37 ETA: 2:10:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_71.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_71.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (72 of 2020) | | Elapsed Time: 0:04:41 ETA: 2:10:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_72.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_72.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (73 of 2020) | | Elapsed Time: 0:04:45 ETA: 2:18:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_73.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_73.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (74 of 2020) | | Elapsed Time: 0:04:49 ETA: 2:06:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_74.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_74.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (75 of 2020) | | Elapsed Time: 0:04:52 ETA: 2:01:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_75.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_75.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (76 of 2020) | | Elapsed Time: 0:04:57 ETA: 2:12:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_76.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_76.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (77 of 2020) | | Elapsed Time: 0:05:01 ETA: 2:09:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_77.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_77.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (78 of 2020) | | Elapsed Time: 0:05:04 ETA: 2:00:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_78.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_78.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (79 of 2020) | | Elapsed Time: 0:05:08 ETA: 2:14:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_79.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_79.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (80 of 2020) | | Elapsed Time: 0:05:12 ETA: 2:06:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_80.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_80.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (81 of 2020) | | Elapsed Time: 0:05:16 ETA: 2:01:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_81.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_81.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (82 of 2020) | | Elapsed Time: 0:05:20 ETA: 2:14:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_82.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_82.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (83 of 2020) | | Elapsed Time: 0:05:24 ETA: 2:10:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_83.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_83.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (84 of 2020) | | Elapsed Time: 0:05:28 ETA: 1:59:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_84.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_84.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (85 of 2020) | | Elapsed Time: 0:05:32 ETA: 2:07:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_85.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_85.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (86 of 2020) | | Elapsed Time: 0:05:36 ETA: 2:09:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_86.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_86.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (87 of 2020) | | Elapsed Time: 0:05:40 ETA: 2:01:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_87.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_87.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (88 of 2020) | | Elapsed Time: 0:05:44 ETA: 2:07:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_88.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_88.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (89 of 2020) | | Elapsed Time: 0:05:48 ETA: 2:10:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_89.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_89.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (90 of 2020) | | Elapsed Time: 0:05:51 ETA: 2:02:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_90.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_90.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (91 of 2020) | | Elapsed Time: 0:05:55 ETA: 2:07:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_91.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_91.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (92 of 2020) |# | Elapsed Time: 0:06:00 ETA: 2:09:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_92.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_92.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (93 of 2020) |# | Elapsed Time: 0:06:03 ETA: 1:56:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_93.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_93.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (94 of 2020) |# | Elapsed Time: 0:06:07 ETA: 2:06:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_94.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_94.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (95 of 2020) |# | Elapsed Time: 0:06:11 ETA: 2:07:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_95.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_95.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (96 of 2020) |# | Elapsed Time: 0:06:15 ETA: 1:57:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_96.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_96.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (97 of 2020) |# | Elapsed Time: 0:06:19 ETA: 2:03:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_97.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_97.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (98 of 2020) |# | Elapsed Time: 0:06:22 ETA: 2:04:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_98.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_98.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (99 of 2020) |# | Elapsed Time: 0:06:26 ETA: 2:00:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_99.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_99.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (100 of 2020) |# | Elapsed Time: 0:06:30 ETA: 2:11:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_100.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_100.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (101 of 2020) |# | Elapsed Time: 0:06:34 ETA: 2:08:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_101.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_101.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (102 of 2020) |# | Elapsed Time: 0:06:38 ETA: 1:58:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_102.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_102.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (103 of 2020) |# | Elapsed Time: 0:06:42 ETA: 2:08:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_103.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_103.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (104 of 2020) |# | Elapsed Time: 0:06:46 ETA: 2:14:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_104.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_104.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (105 of 2020) |# | Elapsed Time: 0:06:50 ETA: 2:00:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_105.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_105.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (106 of 2020) |# | Elapsed Time: 0:06:54 ETA: 2:06:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_106.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_106.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (107 of 2020) |# | Elapsed Time: 0:06:58 ETA: 2:00:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_107.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_107.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (108 of 2020) |# | Elapsed Time: 0:07:02 ETA: 2:06:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_108.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_108.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (109 of 2020) |# | Elapsed Time: 0:07:06 ETA: 2:09:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_109.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_109.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (110 of 2020) |# | Elapsed Time: 0:07:09 ETA: 1:52:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_110.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_110.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (111 of 2020) |# | Elapsed Time: 0:07:14 ETA: 2:12:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_111.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_111.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (112 of 2020) |# | Elapsed Time: 0:07:17 ETA: 2:01:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_112.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_112.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (113 of 2020) |# | Elapsed Time: 0:07:21 ETA: 1:55:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_113.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_113.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (114 of 2020) |# | Elapsed Time: 0:07:25 ETA: 2:09:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_114.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_114.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (115 of 2020) |# | Elapsed Time: 0:07:29 ETA: 2:04:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_115.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_115.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (116 of 2020) |# | Elapsed Time: 0:07:32 ETA: 1:51:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_116.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_116.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (117 of 2020) |# | Elapsed Time: 0:07:37 ETA: 2:14:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_117.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_117.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (118 of 2020) |# | Elapsed Time: 0:07:41 ETA: 2:06:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_118.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_118.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (119 of 2020) |# | Elapsed Time: 0:07:44 ETA: 1:53:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_119.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_119.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (120 of 2020) |# | Elapsed Time: 0:07:49 ETA: 2:23:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_120.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_120.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (121 of 2020) |# | Elapsed Time: 0:07:53 ETA: 2:07:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_121.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_121.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (122 of 2020) |# | Elapsed Time: 0:07:57 ETA: 1:57:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_122.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_122.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (123 of 2020) |# | Elapsed Time: 0:08:01 ETA: 2:08:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_123.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_123.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (124 of 2020) |# | Elapsed Time: 0:08:04 ETA: 1:59:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_124.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_124.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (125 of 2020) |# | Elapsed Time: 0:08:08 ETA: 1:55:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_125.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_125.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (126 of 2020) |# | Elapsed Time: 0:08:12 ETA: 2:05:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_126.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_126.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (127 of 2020) |# | Elapsed Time: 0:08:16 ETA: 2:04:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_127.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_127.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (128 of 2020) |# | Elapsed Time: 0:08:20 ETA: 1:55:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_128.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_128.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (129 of 2020) |# | Elapsed Time: 0:08:24 ETA: 2:09:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_129.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_129.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (130 of 2020) |# | Elapsed Time: 0:08:28 ETA: 2:03:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_130.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_130.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (131 of 2020) |# | Elapsed Time: 0:08:31 ETA: 1:55:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_131.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_131.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (132 of 2020) |# | Elapsed Time: 0:08:35 ETA: 2:08:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_132.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_132.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (133 of 2020) |# | Elapsed Time: 0:08:40 ETA: 2:07:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_133.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_133.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (134 of 2020) |# | Elapsed Time: 0:08:43 ETA: 1:54:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_134.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_134.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (135 of 2020) |# | Elapsed Time: 0:08:47 ETA: 2:06:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_135.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_135.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (136 of 2020) |# | Elapsed Time: 0:08:51 ETA: 2:05:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_136.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_136.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (137 of 2020) |# | Elapsed Time: 0:08:55 ETA: 1:54:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_137.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_137.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (138 of 2020) |# | Elapsed Time: 0:08:59 ETA: 2:09:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_138.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_138.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (139 of 2020) |# | Elapsed Time: 0:09:03 ETA: 2:05:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_139.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_139.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (140 of 2020) |# | Elapsed Time: 0:09:07 ETA: 1:55:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_140.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_140.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (141 of 2020) |# | Elapsed Time: 0:09:11 ETA: 2:12:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_141.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_141.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (142 of 2020) |# | Elapsed Time: 0:09:15 ETA: 2:06:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_142.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_142.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (143 of 2020) |# | Elapsed Time: 0:09:18 ETA: 1:49:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_143.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_143.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (144 of 2020) |# | Elapsed Time: 0:09:23 ETA: 2:09:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_144.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_144.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (145 of 2020) |# | Elapsed Time: 0:09:27 ETA: 2:09:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_145.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_145.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (146 of 2020) |# | Elapsed Time: 0:09:30 ETA: 1:56:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_146.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_146.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (147 of 2020) |# | Elapsed Time: 0:09:34 ETA: 2:06:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_147.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_147.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (148 of 2020) |# | Elapsed Time: 0:09:38 ETA: 2:01:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_148.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_148.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (149 of 2020) |# | Elapsed Time: 0:09:42 ETA: 1:53:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_149.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_149.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (150 of 2020) |# | Elapsed Time: 0:09:46 ETA: 2:08:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_150.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_150.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (151 of 2020) |# | Elapsed Time: 0:09:50 ETA: 2:01:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_151.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_151.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (152 of 2020) |# | Elapsed Time: 0:09:54 ETA: 1:51:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_152.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_152.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (153 of 2020) |# | Elapsed Time: 0:09:58 ETA: 2:07:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_153.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_153.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (154 of 2020) |# | Elapsed Time: 0:10:02 ETA: 2:00:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_154.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_154.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (155 of 2020) |# | Elapsed Time: 0:10:05 ETA: 1:51:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_155.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_155.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (156 of 2020) |# | Elapsed Time: 0:10:09 ETA: 2:04:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_156.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_156.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (157 of 2020) |# | Elapsed Time: 0:10:13 ETA: 2:11:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_157.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_157.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (158 of 2020) |# | Elapsed Time: 0:10:17 ETA: 1:57:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_158.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_158.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (159 of 2020) |# | Elapsed Time: 0:10:21 ETA: 2:03:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_159.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_159.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (160 of 2020) |# | Elapsed Time: 0:10:25 ETA: 2:00:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_160.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_160.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (161 of 2020) |# | Elapsed Time: 0:10:29 ETA: 1:51:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_161.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_161.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (162 of 2020) |# | Elapsed Time: 0:10:33 ETA: 2:01:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_162.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_162.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (163 of 2020) |# | Elapsed Time: 0:10:37 ETA: 2:01:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_163.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_163.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (164 of 2020) |# | Elapsed Time: 0:10:40 ETA: 1:55:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_164.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_164.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (165 of 2020) |# | Elapsed Time: 0:10:44 ETA: 2:09:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_165.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_165.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (166 of 2020) |# | Elapsed Time: 0:10:48 ETA: 2:03:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_166.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_166.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (167 of 2020) |# | Elapsed Time: 0:10:52 ETA: 1:51:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_167.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_167.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (168 of 2020) |# | Elapsed Time: 0:10:56 ETA: 2:06:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_168.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_168.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (169 of 2020) |# | Elapsed Time: 0:11:00 ETA: 1:59:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_169.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_169.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (170 of 2020) |# | Elapsed Time: 0:11:04 ETA: 1:53:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_170.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_170.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (171 of 2020) |# | Elapsed Time: 0:11:08 ETA: 2:07:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_171.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_171.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (172 of 2020) |# | Elapsed Time: 0:11:12 ETA: 2:03:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_172.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_172.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (173 of 2020) |# | Elapsed Time: 0:11:16 ETA: 1:53:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_173.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_173.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (174 of 2020) |# | Elapsed Time: 0:11:20 ETA: 2:07:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_174.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_174.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (175 of 2020) |# | Elapsed Time: 0:11:24 ETA: 2:00:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_175.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_175.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (176 of 2020) |# | Elapsed Time: 0:11:27 ETA: 1:52:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_176.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_176.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (177 of 2020) |# | Elapsed Time: 0:11:31 ETA: 2:05:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_177.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_177.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (178 of 2020) |# | Elapsed Time: 0:11:35 ETA: 2:02:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_178.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_178.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (179 of 2020) |# | Elapsed Time: 0:11:39 ETA: 1:50:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_179.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_179.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (180 of 2020) |# | Elapsed Time: 0:11:43 ETA: 2:07:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_180.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_180.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (181 of 2020) |# | Elapsed Time: 0:11:47 ETA: 1:59:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_181.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_181.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (182 of 2020) |# | Elapsed Time: 0:11:51 ETA: 1:53:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_182.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_182.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (183 of 2020) |# | Elapsed Time: 0:11:55 ETA: 2:04:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_183.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_183.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (184 of 2020) |# | Elapsed Time: 0:11:59 ETA: 2:01:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_184.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_184.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (185 of 2020) |# | Elapsed Time: 0:12:02 ETA: 1:48:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_185.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_185.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (186 of 2020) |# | Elapsed Time: 0:12:06 ETA: 2:02:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_186.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_186.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (187 of 2020) |# | Elapsed Time: 0:12:10 ETA: 1:56:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_187.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_187.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (188 of 2020) |# | Elapsed Time: 0:12:14 ETA: 1:54:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_188.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_188.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (189 of 2020) |# | Elapsed Time: 0:12:18 ETA: 2:05:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_189.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_189.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (190 of 2020) |# | Elapsed Time: 0:12:22 ETA: 2:05:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_190.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_190.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (191 of 2020) |# | Elapsed Time: 0:12:26 ETA: 2:00:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_191.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_191.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (192 of 2020) |# | Elapsed Time: 0:12:30 ETA: 2:08:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_192.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_192.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (193 of 2020) |## | Elapsed Time: 0:12:34 ETA: 2:01:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_193.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_193.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (194 of 2020) |## | Elapsed Time: 0:12:38 ETA: 1:51:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_194.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_194.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (195 of 2020) |## | Elapsed Time: 0:12:42 ETA: 2:04:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_195.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_195.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (196 of 2020) |## | Elapsed Time: 0:12:46 ETA: 2:01:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_196.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_196.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (197 of 2020) |## | Elapsed Time: 0:12:50 ETA: 1:51:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_197.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_197.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (198 of 2020) |## | Elapsed Time: 0:12:54 ETA: 2:02:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_198.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_198.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (199 of 2020) |## | Elapsed Time: 0:12:58 ETA: 1:59:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_199.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_199.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (200 of 2020) |## | Elapsed Time: 0:13:02 ETA: 1:57:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_200.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_200.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (201 of 2020) |## | Elapsed Time: 0:13:06 ETA: 2:02:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_201.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_201.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (202 of 2020) |## | Elapsed Time: 0:13:10 ETA: 2:02:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_202.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_202.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (203 of 2020) |## | Elapsed Time: 0:13:13 ETA: 1:48:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_203.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_203.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (204 of 2020) |## | Elapsed Time: 0:13:17 ETA: 2:02:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_204.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_204.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (205 of 2020) |## | Elapsed Time: 0:13:21 ETA: 2:02:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_205.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_205.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (206 of 2020) |## | Elapsed Time: 0:13:25 ETA: 1:51:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_206.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_206.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (207 of 2020) |## | Elapsed Time: 0:13:29 ETA: 2:02:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_207.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_207.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (208 of 2020) |## | Elapsed Time: 0:13:33 ETA: 2:05:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_208.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_208.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (209 of 2020) |## | Elapsed Time: 0:13:37 ETA: 1:49:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_209.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_209.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (210 of 2020) |## | Elapsed Time: 0:13:41 ETA: 2:04:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_210.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_210.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (211 of 2020) |## | Elapsed Time: 0:13:45 ETA: 1:56:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_211.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_211.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (212 of 2020) |## | Elapsed Time: 0:13:49 ETA: 1:54:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_212.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_212.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (213 of 2020) |## | Elapsed Time: 0:13:53 ETA: 2:01:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_213.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_213.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (214 of 2020) |## | Elapsed Time: 0:13:57 ETA: 2:00:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_214.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_214.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (215 of 2020) |## | Elapsed Time: 0:14:00 ETA: 1:45:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_215.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_215.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (216 of 2020) |## | Elapsed Time: 0:14:04 ETA: 2:03:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_216.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_216.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (217 of 2020) |## | Elapsed Time: 0:14:08 ETA: 2:02:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_217.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_217.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (218 of 2020) |## | Elapsed Time: 0:14:12 ETA: 1:47:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_218.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_218.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (219 of 2020) |## | Elapsed Time: 0:14:16 ETA: 2:01:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_219.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_219.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (220 of 2020) |## | Elapsed Time: 0:14:20 ETA: 2:01:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_220.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_220.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (221 of 2020) |## | Elapsed Time: 0:14:24 ETA: 1:46:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_221.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_221.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (222 of 2020) |## | Elapsed Time: 0:14:28 ETA: 2:03:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_222.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_222.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (223 of 2020) |## | Elapsed Time: 0:14:32 ETA: 1:57:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_223.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_223.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (224 of 2020) |## | Elapsed Time: 0:14:35 ETA: 1:48:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_224.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_224.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (225 of 2020) |## | Elapsed Time: 0:14:39 ETA: 1:59:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_225.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_225.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (226 of 2020) |## | Elapsed Time: 0:14:43 ETA: 1:56:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_226.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_226.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (227 of 2020) |## | Elapsed Time: 0:14:47 ETA: 1:49:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_227.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_227.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (228 of 2020) |## | Elapsed Time: 0:14:51 ETA: 2:02:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_228.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_228.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (229 of 2020) |## | Elapsed Time: 0:14:55 ETA: 2:02:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_229.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_229.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (230 of 2020) |## | Elapsed Time: 0:14:59 ETA: 1:50:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_230.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_230.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (231 of 2020) |## | Elapsed Time: 0:15:03 ETA: 2:13:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_231.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_231.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (232 of 2020) |## | Elapsed Time: 0:15:07 ETA: 1:57:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_232.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_232.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (233 of 2020) |## | Elapsed Time: 0:15:11 ETA: 1:45:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_233.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_233.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (234 of 2020) |## | Elapsed Time: 0:15:15 ETA: 2:04:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_234.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_234.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (235 of 2020) |## | Elapsed Time: 0:15:19 ETA: 2:03:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_235.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_235.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (236 of 2020) |## | Elapsed Time: 0:15:23 ETA: 1:47:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_236.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_236.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (237 of 2020) |## | Elapsed Time: 0:15:27 ETA: 2:03:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_237.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_237.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (238 of 2020) |## | Elapsed Time: 0:15:31 ETA: 1:57:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_238.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_238.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (239 of 2020) |## | Elapsed Time: 0:15:35 ETA: 1:50:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_239.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_239.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (240 of 2020) |## | Elapsed Time: 0:15:38 ETA: 1:54:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_240.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_240.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (241 of 2020) |## | Elapsed Time: 0:15:42 ETA: 1:55:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_241.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_241.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (242 of 2020) |## | Elapsed Time: 0:15:46 ETA: 1:49:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_242.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_242.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (243 of 2020) |## | Elapsed Time: 0:15:50 ETA: 2:00:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_243.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_243.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (244 of 2020) |## | Elapsed Time: 0:15:54 ETA: 1:58:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_244.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_244.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (245 of 2020) |## | Elapsed Time: 0:15:58 ETA: 1:46:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_245.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_245.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (246 of 2020) |## | Elapsed Time: 0:16:02 ETA: 2:09:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_246.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_246.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (247 of 2020) |## | Elapsed Time: 0:16:06 ETA: 1:56:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_247.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_247.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (248 of 2020) |## | Elapsed Time: 0:16:10 ETA: 1:49:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_248.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_248.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (249 of 2020) |## | Elapsed Time: 0:16:14 ETA: 2:04:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_249.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_249.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (250 of 2020) |## | Elapsed Time: 0:16:18 ETA: 1:55:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_250.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_250.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (251 of 2020) |## | Elapsed Time: 0:16:22 ETA: 1:49:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_251.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_251.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (252 of 2020) |## | Elapsed Time: 0:16:25 ETA: 1:57:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_252.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_252.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (253 of 2020) |## | Elapsed Time: 0:16:30 ETA: 1:59:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_253.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_253.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (254 of 2020) |## | Elapsed Time: 0:16:33 ETA: 1:51:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_254.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_254.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (255 of 2020) |## | Elapsed Time: 0:16:37 ETA: 1:58:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_255.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_255.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (256 of 2020) |## | Elapsed Time: 0:16:41 ETA: 1:49:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_256.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_256.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (257 of 2020) |## | Elapsed Time: 0:16:45 ETA: 1:59:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_257.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_257.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (258 of 2020) |## | Elapsed Time: 0:16:49 ETA: 2:04:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_258.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_258.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (259 of 2020) |## | Elapsed Time: 0:16:53 ETA: 1:50:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_259.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_259.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (260 of 2020) |## | Elapsed Time: 0:16:57 ETA: 1:56:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_260.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_260.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (261 of 2020) |## | Elapsed Time: 0:17:01 ETA: 1:50:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_261.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_261.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (262 of 2020) |## | Elapsed Time: 0:17:05 ETA: 1:48:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_262.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_262.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (263 of 2020) |## | Elapsed Time: 0:17:09 ETA: 1:59:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_263.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_263.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (264 of 2020) |## | Elapsed Time: 0:17:13 ETA: 2:00:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_264.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_264.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (265 of 2020) |## | Elapsed Time: 0:17:16 ETA: 1:48:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_265.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_265.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (266 of 2020) |## | Elapsed Time: 0:17:21 ETA: 2:06:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_266.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_266.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (267 of 2020) |## | Elapsed Time: 0:17:25 ETA: 2:03:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_267.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_267.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (268 of 2020) |## | Elapsed Time: 0:17:29 ETA: 1:47:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_268.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_268.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (269 of 2020) |## | Elapsed Time: 0:17:33 ETA: 1:59:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_269.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_269.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (270 of 2020) |## | Elapsed Time: 0:17:37 ETA: 2:00:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_270.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_270.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (271 of 2020) |## | Elapsed Time: 0:17:41 ETA: 1:46:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_271.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_271.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (272 of 2020) |## | Elapsed Time: 0:17:45 ETA: 1:58:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_272.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_272.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (273 of 2020) |## | Elapsed Time: 0:17:49 ETA: 1:53:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_273.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_273.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (274 of 2020) |## | Elapsed Time: 0:17:52 ETA: 1:40:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_274.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_274.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (275 of 2020) |## | Elapsed Time: 0:17:56 ETA: 2:00:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_275.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_275.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (276 of 2020) |## | Elapsed Time: 0:18:00 ETA: 1:48:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_276.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_276.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (277 of 2020) |## | Elapsed Time: 0:18:03 ETA: 1:42:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_277.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_277.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (278 of 2020) |## | Elapsed Time: 0:18:07 ETA: 1:56:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_278.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_278.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (279 of 2020) |## | Elapsed Time: 0:18:12 ETA: 1:59:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_279.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_279.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (280 of 2020) |## | Elapsed Time: 0:18:15 ETA: 1:45:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_280.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_280.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (281 of 2020) |## | Elapsed Time: 0:18:19 ETA: 2:03:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_281.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_281.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (282 of 2020) |## | Elapsed Time: 0:18:23 ETA: 1:57:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_282.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_282.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (283 of 2020) |## | Elapsed Time: 0:18:27 ETA: 1:43:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_283.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_283.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (284 of 2020) |## | Elapsed Time: 0:18:31 ETA: 2:05:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_284.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_284.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (285 of 2020) |## | Elapsed Time: 0:18:35 ETA: 1:53:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_285.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_285.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (286 of 2020) |## | Elapsed Time: 0:18:39 ETA: 1:41:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_286.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_286.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (287 of 2020) |## | Elapsed Time: 0:18:43 ETA: 2:00:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_287.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_287.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (288 of 2020) |## | Elapsed Time: 0:18:47 ETA: 2:04:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_288.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_288.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (289 of 2020) |### | Elapsed Time: 0:18:51 ETA: 1:42:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_289.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_289.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (290 of 2020) |### | Elapsed Time: 0:18:55 ETA: 1:52:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_290.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_290.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (291 of 2020) |### | Elapsed Time: 0:18:59 ETA: 1:56:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_291.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_291.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (292 of 2020) |### | Elapsed Time: 0:19:02 ETA: 1:42:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_292.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_292.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (293 of 2020) |### | Elapsed Time: 0:19:06 ETA: 1:58:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_293.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_293.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (294 of 2020) |### | Elapsed Time: 0:19:11 ETA: 1:57:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_294.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_294.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (295 of 2020) |### | Elapsed Time: 0:19:14 ETA: 1:45:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_295.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_295.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (296 of 2020) |### | Elapsed Time: 0:19:18 ETA: 1:57:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_296.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_296.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (297 of 2020) |### | Elapsed Time: 0:19:22 ETA: 1:56:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_297.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_297.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (298 of 2020) |### | Elapsed Time: 0:19:26 ETA: 1:43:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_298.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_298.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (299 of 2020) |### | Elapsed Time: 0:19:30 ETA: 1:58:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_299.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_299.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (300 of 2020) |### | Elapsed Time: 0:19:34 ETA: 1:53:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_300.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_300.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (301 of 2020) |### | Elapsed Time: 0:19:38 ETA: 1:47:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_301.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_301.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (302 of 2020) |### | Elapsed Time: 0:19:42 ETA: 1:56:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_302.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_302.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (303 of 2020) |### | Elapsed Time: 0:19:46 ETA: 1:52:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_303.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_303.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (304 of 2020) |### | Elapsed Time: 0:19:50 ETA: 1:44:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_304.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_304.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (305 of 2020) |### | Elapsed Time: 0:19:54 ETA: 1:56:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_305.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_305.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (306 of 2020) |### | Elapsed Time: 0:19:58 ETA: 1:52:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_306.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_306.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (307 of 2020) |### | Elapsed Time: 0:20:01 ETA: 1:45:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_307.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_307.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (308 of 2020) |### | Elapsed Time: 0:20:05 ETA: 1:52:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_308.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_308.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (309 of 2020) |### | Elapsed Time: 0:20:09 ETA: 1:54:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_309.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_309.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (310 of 2020) |### | Elapsed Time: 0:20:13 ETA: 1:47:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_310.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_310.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (311 of 2020) |### | Elapsed Time: 0:20:17 ETA: 1:52:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_311.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_311.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (312 of 2020) |### | Elapsed Time: 0:20:21 ETA: 1:52:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_312.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_312.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (313 of 2020) |### | Elapsed Time: 0:20:25 ETA: 1:44:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_313.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_313.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (314 of 2020) |### | Elapsed Time: 0:20:29 ETA: 1:59:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_314.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_314.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (315 of 2020) |### | Elapsed Time: 0:20:33 ETA: 1:49:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_315.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_315.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (316 of 2020) |### | Elapsed Time: 0:20:36 ETA: 1:45:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_316.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_316.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (317 of 2020) |### | Elapsed Time: 0:20:40 ETA: 1:52:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_317.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_317.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (318 of 2020) |### | Elapsed Time: 0:20:44 ETA: 1:52:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_318.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_318.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (319 of 2020) |### | Elapsed Time: 0:20:48 ETA: 1:44:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_319.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_319.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (320 of 2020) |### | Elapsed Time: 0:20:52 ETA: 1:52:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_320.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_320.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (321 of 2020) |### | Elapsed Time: 0:20:56 ETA: 1:52:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_321.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_321.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (322 of 2020) |### | Elapsed Time: 0:20:59 ETA: 1:39:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_322.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_322.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (323 of 2020) |### | Elapsed Time: 0:21:03 ETA: 1:55:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_323.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_323.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (324 of 2020) |### | Elapsed Time: 0:21:07 ETA: 1:49:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_324.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_324.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (325 of 2020) |### | Elapsed Time: 0:21:11 ETA: 1:43:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_325.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_325.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (326 of 2020) |### | Elapsed Time: 0:21:15 ETA: 1:49:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_326.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_326.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (327 of 2020) |### | Elapsed Time: 0:21:19 ETA: 1:51:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_327.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_327.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (328 of 2020) |### | Elapsed Time: 0:21:22 ETA: 1:41:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_328.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_328.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (329 of 2020) |### | Elapsed Time: 0:21:27 ETA: 1:57:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_329.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_329.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (330 of 2020) |### | Elapsed Time: 0:21:31 ETA: 1:52:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_330.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_330.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (331 of 2020) |### | Elapsed Time: 0:21:34 ETA: 1:43:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_331.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_331.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (332 of 2020) |### | Elapsed Time: 0:21:38 ETA: 1:52:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_332.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_332.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (333 of 2020) |### | Elapsed Time: 0:21:42 ETA: 1:55:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_333.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_333.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (334 of 2020) |### | Elapsed Time: 0:21:46 ETA: 1:41:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_334.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_334.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (335 of 2020) |### | Elapsed Time: 0:21:50 ETA: 1:55:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_335.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_335.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (336 of 2020) |### | Elapsed Time: 0:21:54 ETA: 1:52:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_336.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_336.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (337 of 2020) |### | Elapsed Time: 0:21:58 ETA: 1:43:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_337.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_337.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (338 of 2020) |### | Elapsed Time: 0:22:02 ETA: 1:51:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_338.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_338.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (339 of 2020) |### | Elapsed Time: 0:22:06 ETA: 1:50:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_339.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_339.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (340 of 2020) |### | Elapsed Time: 0:22:09 ETA: 1:44:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_340.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_340.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (341 of 2020) |### | Elapsed Time: 0:22:14 ETA: 2:04:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_341.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_341.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (342 of 2020) |### | Elapsed Time: 0:22:18 ETA: 1:48:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_342.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_342.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (343 of 2020) |### | Elapsed Time: 0:22:21 ETA: 1:40:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_343.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_343.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (344 of 2020) |### | Elapsed Time: 0:22:25 ETA: 1:54:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_344.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_344.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (345 of 2020) |### | Elapsed Time: 0:22:30 ETA: 1:56:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_345.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_345.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (346 of 2020) |### | Elapsed Time: 0:22:33 ETA: 1:42:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_346.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_346.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (347 of 2020) |### | Elapsed Time: 0:22:37 ETA: 1:51:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_347.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_347.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (348 of 2020) |### | Elapsed Time: 0:22:42 ETA: 1:58:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_348.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_348.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (349 of 2020) |### | Elapsed Time: 0:22:45 ETA: 1:42:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_349.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_349.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (350 of 2020) |### | Elapsed Time: 0:22:49 ETA: 1:49:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_350.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_350.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (351 of 2020) |### | Elapsed Time: 0:22:53 ETA: 1:49:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_351.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_351.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (352 of 2020) |### | Elapsed Time: 0:22:57 ETA: 1:43:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_352.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_352.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (353 of 2020) |### | Elapsed Time: 0:23:01 ETA: 1:48:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_353.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_353.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (354 of 2020) |### | Elapsed Time: 0:23:05 ETA: 1:54:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_354.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_354.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (355 of 2020) |### | Elapsed Time: 0:23:08 ETA: 1:40:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_355.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_355.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (356 of 2020) |### | Elapsed Time: 0:23:12 ETA: 1:51:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_356.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_356.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (357 of 2020) |### | Elapsed Time: 0:23:16 ETA: 1:47:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_357.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_357.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (358 of 2020) |### | Elapsed Time: 0:23:20 ETA: 1:41:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_358.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_358.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (359 of 2020) |### | Elapsed Time: 0:23:24 ETA: 1:51:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_359.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_359.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (360 of 2020) |### | Elapsed Time: 0:23:28 ETA: 1:46:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_360.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_360.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (361 of 2020) |### | Elapsed Time: 0:23:32 ETA: 1:45:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_361.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_361.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (362 of 2020) |### | Elapsed Time: 0:23:36 ETA: 1:50:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_362.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_362.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (363 of 2020) |### | Elapsed Time: 0:23:40 ETA: 2:00:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_363.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_363.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (364 of 2020) |### | Elapsed Time: 0:23:44 ETA: 1:38:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_364.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_364.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (365 of 2020) |### | Elapsed Time: 0:23:48 ETA: 1:54:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_365.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_365.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (366 of 2020) |### | Elapsed Time: 0:23:52 ETA: 1:47:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_366.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_366.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (367 of 2020) |### | Elapsed Time: 0:23:55 ETA: 1:40:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_367.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_367.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (368 of 2020) |### | Elapsed Time: 0:23:59 ETA: 1:50:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_368.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_368.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (369 of 2020) |### | Elapsed Time: 0:24:03 ETA: 1:46:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_369.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_369.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (370 of 2020) |### | Elapsed Time: 0:24:07 ETA: 1:45:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_370.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_370.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (371 of 2020) |### | Elapsed Time: 0:24:11 ETA: 1:49:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_371.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_371.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (372 of 2020) |### | Elapsed Time: 0:24:15 ETA: 1:45:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_372.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_372.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (373 of 2020) |### | Elapsed Time: 0:24:19 ETA: 1:42:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_373.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_373.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (374 of 2020) |### | Elapsed Time: 0:24:23 ETA: 1:53:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_374.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_374.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (375 of 2020) |### | Elapsed Time: 0:24:26 ETA: 1:41:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_375.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_375.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (376 of 2020) |### | Elapsed Time: 0:24:31 ETA: 1:51:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_376.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_376.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (377 of 2020) |### | Elapsed Time: 0:24:35 ETA: 1:50:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_377.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_377.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (378 of 2020) |### | Elapsed Time: 0:24:38 ETA: 1:38:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_378.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_378.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (379 of 2020) |### | Elapsed Time: 0:24:42 ETA: 1:48:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_379.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_379.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (380 of 2020) |### | Elapsed Time: 0:24:46 ETA: 1:47:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_380.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_380.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (381 of 2020) |### | Elapsed Time: 0:24:50 ETA: 1:39:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_381.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_381.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (382 of 2020) |### | Elapsed Time: 0:24:54 ETA: 1:55:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_382.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_382.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (383 of 2020) |### | Elapsed Time: 0:24:58 ETA: 1:48:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_383.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_383.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (384 of 2020) |### | Elapsed Time: 0:25:02 ETA: 1:38:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_384.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_384.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (385 of 2020) |#### | Elapsed Time: 0:25:06 ETA: 1:46:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_385.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_385.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (386 of 2020) |#### | Elapsed Time: 0:25:10 ETA: 1:51:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_386.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_386.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (387 of 2020) |#### | Elapsed Time: 0:25:13 ETA: 1:42:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_387.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_387.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (388 of 2020) |#### | Elapsed Time: 0:25:18 ETA: 1:52:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_388.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_388.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (389 of 2020) |#### | Elapsed Time: 0:25:21 ETA: 1:45:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_389.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_389.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (390 of 2020) |#### | Elapsed Time: 0:25:25 ETA: 1:40:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_390.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_390.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (391 of 2020) |#### | Elapsed Time: 0:25:29 ETA: 1:46:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_391.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_391.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (392 of 2020) |#### | Elapsed Time: 0:25:33 ETA: 1:47:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_392.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_392.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (393 of 2020) |#### | Elapsed Time: 0:25:37 ETA: 1:40:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_393.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_393.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (394 of 2020) |#### | Elapsed Time: 0:25:41 ETA: 1:54:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_394.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_394.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (395 of 2020) |#### | Elapsed Time: 0:25:45 ETA: 1:49:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_395.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_395.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (396 of 2020) |#### | Elapsed Time: 0:25:49 ETA: 1:44:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_396.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_396.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (397 of 2020) |#### | Elapsed Time: 0:25:53 ETA: 1:52:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_397.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_397.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (398 of 2020) |#### | Elapsed Time: 0:25:57 ETA: 1:43:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_398.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_398.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (399 of 2020) |#### | Elapsed Time: 0:26:00 ETA: 1:38:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_399.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_399.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (400 of 2020) |#### | Elapsed Time: 0:26:05 ETA: 1:50:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_400.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_400.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (401 of 2020) |#### | Elapsed Time: 0:26:08 ETA: 1:42:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_401.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_401.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (402 of 2020) |#### | Elapsed Time: 0:26:12 ETA: 1:37:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_402.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_402.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (403 of 2020) |#### | Elapsed Time: 0:26:16 ETA: 1:52:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_403.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_403.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (404 of 2020) |#### | Elapsed Time: 0:26:20 ETA: 1:48:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_404.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_404.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (405 of 2020) |#### | Elapsed Time: 0:26:24 ETA: 1:39:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_405.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_405.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (406 of 2020) |#### | Elapsed Time: 0:26:28 ETA: 1:49:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_406.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_406.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (407 of 2020) |#### | Elapsed Time: 0:26:32 ETA: 1:46:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_407.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_407.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (408 of 2020) |#### | Elapsed Time: 0:26:36 ETA: 1:43:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_408.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_408.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (409 of 2020) |#### | Elapsed Time: 0:26:40 ETA: 1:48:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_409.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_409.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (410 of 2020) |#### | Elapsed Time: 0:26:44 ETA: 1:47:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_410.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_410.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (411 of 2020) |#### | Elapsed Time: 0:26:48 ETA: 1:38:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_411.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_411.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (412 of 2020) |#### | Elapsed Time: 0:26:52 ETA: 1:49:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_412.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_412.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (413 of 2020) |#### | Elapsed Time: 0:26:55 ETA: 1:44:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_413.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_413.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (414 of 2020) |#### | Elapsed Time: 0:26:59 ETA: 1:38:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_414.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_414.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (415 of 2020) |#### | Elapsed Time: 0:27:03 ETA: 1:50:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_415.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_415.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (416 of 2020) |#### | Elapsed Time: 0:27:07 ETA: 1:50:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_416.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_416.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (417 of 2020) |#### | Elapsed Time: 0:27:11 ETA: 1:39:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_417.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_417.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (418 of 2020) |#### | Elapsed Time: 0:27:15 ETA: 1:50:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_418.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_418.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (419 of 2020) |#### | Elapsed Time: 0:27:19 ETA: 1:50:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_419.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_419.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (420 of 2020) |#### | Elapsed Time: 0:27:23 ETA: 1:40:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_420.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_420.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (421 of 2020) |#### | Elapsed Time: 0:27:27 ETA: 1:48:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_421.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_421.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (422 of 2020) |#### | Elapsed Time: 0:27:31 ETA: 1:44:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_422.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_422.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (423 of 2020) |#### | Elapsed Time: 0:27:35 ETA: 1:34:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_423.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_423.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (424 of 2020) |#### | Elapsed Time: 0:27:39 ETA: 1:49:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_424.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_424.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (425 of 2020) |#### | Elapsed Time: 0:27:43 ETA: 1:43:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_425.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_425.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (426 of 2020) |#### | Elapsed Time: 0:27:46 ETA: 1:35:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_426.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_426.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (427 of 2020) |#### | Elapsed Time: 0:27:50 ETA: 1:47:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_427.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_427.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (428 of 2020) |#### | Elapsed Time: 0:27:55 ETA: 1:57:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_428.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_428.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (429 of 2020) |#### | Elapsed Time: 0:27:58 ETA: 1:36:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_429.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_429.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (430 of 2020) |#### | Elapsed Time: 0:28:03 ETA: 1:48:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_430.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_430.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (431 of 2020) |#### | Elapsed Time: 0:28:07 ETA: 1:54:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_431.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_431.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (432 of 2020) |#### | Elapsed Time: 0:28:11 ETA: 1:45:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_432.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_432.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (433 of 2020) |#### | Elapsed Time: 0:28:15 ETA: 1:50:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_433.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_433.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (434 of 2020) |#### | Elapsed Time: 0:28:19 ETA: 1:42:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_434.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_434.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (435 of 2020) |#### | Elapsed Time: 0:28:23 ETA: 1:36:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_435.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_435.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (436 of 2020) |#### | Elapsed Time: 0:28:27 ETA: 1:51:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_436.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_436.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (437 of 2020) |#### | Elapsed Time: 0:28:31 ETA: 1:44:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_437.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_437.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (438 of 2020) |#### | Elapsed Time: 0:28:35 ETA: 1:40:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_438.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_438.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (439 of 2020) |#### | Elapsed Time: 0:28:39 ETA: 1:45:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_439.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_439.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (440 of 2020) |#### | Elapsed Time: 0:28:43 ETA: 1:46:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_440.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_440.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (441 of 2020) |#### | Elapsed Time: 0:28:46 ETA: 1:34:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_441.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_441.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (442 of 2020) |#### | Elapsed Time: 0:28:50 ETA: 1:47:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_442.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_442.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (443 of 2020) |#### | Elapsed Time: 0:28:54 ETA: 1:38:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_443.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_443.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (444 of 2020) |#### | Elapsed Time: 0:28:58 ETA: 1:51:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_444.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_444.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (445 of 2020) |#### | Elapsed Time: 0:29:02 ETA: 1:43:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_445.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_445.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (446 of 2020) |#### | Elapsed Time: 0:29:06 ETA: 1:40:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_446.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_446.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (447 of 2020) |#### | Elapsed Time: 0:29:10 ETA: 1:44:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_447.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_447.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (448 of 2020) |#### | Elapsed Time: 0:29:14 ETA: 1:41:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_448.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_448.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (449 of 2020) |#### | Elapsed Time: 0:29:18 ETA: 1:40:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_449.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_449.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (450 of 2020) |#### | Elapsed Time: 0:29:22 ETA: 1:44:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_450.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_450.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (451 of 2020) |#### | Elapsed Time: 0:29:26 ETA: 1:47:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_451.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_451.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (452 of 2020) |#### | Elapsed Time: 0:29:30 ETA: 1:38:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_452.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_452.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (453 of 2020) |#### | Elapsed Time: 0:29:34 ETA: 1:47:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_453.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_453.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (454 of 2020) |#### | Elapsed Time: 0:29:38 ETA: 1:41:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_454.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_454.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (455 of 2020) |#### | Elapsed Time: 0:29:41 ETA: 1:36:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_455.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_455.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (456 of 2020) |#### | Elapsed Time: 0:29:45 ETA: 1:46:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_456.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_456.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (457 of 2020) |#### | Elapsed Time: 0:29:49 ETA: 1:42:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_457.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_457.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (458 of 2020) |#### | Elapsed Time: 0:29:53 ETA: 1:33:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_458.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_458.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (459 of 2020) |#### | Elapsed Time: 0:29:57 ETA: 1:43:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_459.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_459.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (460 of 2020) |#### | Elapsed Time: 0:30:01 ETA: 1:43:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_460.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_460.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (461 of 2020) |#### | Elapsed Time: 0:30:05 ETA: 1:36:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_461.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_461.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (462 of 2020) |#### | Elapsed Time: 0:30:09 ETA: 1:48:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_462.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_462.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (463 of 2020) |#### | Elapsed Time: 0:30:13 ETA: 1:43:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_463.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_463.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (464 of 2020) |#### | Elapsed Time: 0:30:17 ETA: 1:38:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_464.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_464.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (465 of 2020) |#### | Elapsed Time: 0:30:21 ETA: 1:43:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_465.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_465.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (466 of 2020) |#### | Elapsed Time: 0:30:24 ETA: 1:40:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_466.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_466.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (467 of 2020) |#### | Elapsed Time: 0:30:28 ETA: 1:34:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_467.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_467.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (468 of 2020) |#### | Elapsed Time: 0:30:32 ETA: 1:43:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_468.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_468.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (469 of 2020) |#### | Elapsed Time: 0:30:36 ETA: 1:40:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_469.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_469.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (470 of 2020) |#### | Elapsed Time: 0:30:39 ETA: 1:32:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_470.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_470.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (471 of 2020) |#### | Elapsed Time: 0:30:44 ETA: 1:46:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_471.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_471.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (472 of 2020) |#### | Elapsed Time: 0:30:47 ETA: 1:40:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_472.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_472.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (473 of 2020) |#### | Elapsed Time: 0:30:51 ETA: 1:34:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_473.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_473.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (474 of 2020) |#### | Elapsed Time: 0:30:55 ETA: 1:46:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_474.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_474.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (475 of 2020) |#### | Elapsed Time: 0:30:59 ETA: 1:41:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_475.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_475.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (476 of 2020) |#### | Elapsed Time: 0:31:03 ETA: 1:35:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_476.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_476.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (477 of 2020) |#### | Elapsed Time: 0:31:07 ETA: 1:53:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_477.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_477.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (478 of 2020) |#### | Elapsed Time: 0:31:11 ETA: 1:38:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_478.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_478.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (479 of 2020) |#### | Elapsed Time: 0:31:15 ETA: 1:31:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_479.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_479.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (480 of 2020) |#### | Elapsed Time: 0:31:19 ETA: 1:41:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_480.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_480.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (481 of 2020) |##### | Elapsed Time: 0:31:23 ETA: 1:43:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_481.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_481.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (482 of 2020) |##### | Elapsed Time: 0:31:27 ETA: 1:38:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_482.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_482.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (483 of 2020) |##### | Elapsed Time: 0:31:31 ETA: 1:42:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_483.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_483.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (484 of 2020) |##### | Elapsed Time: 0:31:34 ETA: 1:40:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_484.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_484.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (485 of 2020) |##### | Elapsed Time: 0:31:39 ETA: 1:47:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_485.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_485.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (486 of 2020) |##### | Elapsed Time: 0:31:43 ETA: 1:40:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_486.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_486.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (487 of 2020) |##### | Elapsed Time: 0:31:47 ETA: 1:42:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_487.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_487.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (488 of 2020) |##### | Elapsed Time: 0:31:50 ETA: 1:37:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_488.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_488.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (489 of 2020) |##### | Elapsed Time: 0:31:55 ETA: 1:44:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_489.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_489.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (490 of 2020) |##### | Elapsed Time: 0:31:58 ETA: 1:36:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_490.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_490.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (491 of 2020) |##### | Elapsed Time: 0:32:02 ETA: 1:33:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_491.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_491.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (492 of 2020) |##### | Elapsed Time: 0:32:06 ETA: 1:41:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_492.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_492.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (493 of 2020) |##### | Elapsed Time: 0:32:10 ETA: 1:40:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_493.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_493.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (494 of 2020) |##### | Elapsed Time: 0:32:14 ETA: 1:32:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_494.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_494.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (495 of 2020) |##### | Elapsed Time: 0:32:18 ETA: 1:39:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_495.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_495.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (496 of 2020) |##### | Elapsed Time: 0:32:22 ETA: 1:40:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_496.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_496.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (497 of 2020) |##### | Elapsed Time: 0:32:25 ETA: 1:32:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_497.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_497.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (498 of 2020) |##### | Elapsed Time: 0:32:29 ETA: 1:45:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_498.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_498.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (499 of 2020) |##### | Elapsed Time: 0:32:33 ETA: 1:43:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_499.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_499.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (500 of 2020) |##### | Elapsed Time: 0:32:37 ETA: 1:35:04
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:34 ETA: 00:00:00
Total test loss: 3.4169962520599366 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_500.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_500.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (501 of 2020) |### | Elapsed Time: 0:34:16 ETA: 1 day, 17:35:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_501.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_501.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (502 of 2020) |##### | Elapsed Time: 0:34:20 ETA: 1:36:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_502.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_502.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (503 of 2020) |##### | Elapsed Time: 0:34:24 ETA: 1:45:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_503.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_503.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (504 of 2020) |##### | Elapsed Time: 0:34:27 ETA: 1:33:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_504.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_504.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (505 of 2020) |##### | Elapsed Time: 0:34:31 ETA: 1:40:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_505.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_505.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (506 of 2020) |##### | Elapsed Time: 0:34:35 ETA: 1:39:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_506.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_506.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (507 of 2020) |##### | Elapsed Time: 0:34:39 ETA: 1:29:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_507.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_507.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (508 of 2020) |##### | Elapsed Time: 0:34:43 ETA: 1:39:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_508.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_508.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (509 of 2020) |##### | Elapsed Time: 0:34:47 ETA: 1:46:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_509.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_509.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (510 of 2020) |##### | Elapsed Time: 0:34:51 ETA: 1:34:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_510.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_510.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (511 of 2020) |##### | Elapsed Time: 0:34:55 ETA: 1:45:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_511.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_511.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (512 of 2020) |##### | Elapsed Time: 0:34:59 ETA: 1:36:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_512.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_512.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (513 of 2020) |##### | Elapsed Time: 0:35:02 ETA: 1:31:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_513.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_513.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (514 of 2020) |##### | Elapsed Time: 0:35:06 ETA: 1:38:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_514.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_514.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (515 of 2020) |##### | Elapsed Time: 0:35:10 ETA: 1:34:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_515.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_515.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (516 of 2020) |##### | Elapsed Time: 0:35:14 ETA: 1:31:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_516.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_516.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (517 of 2020) |##### | Elapsed Time: 0:35:18 ETA: 1:41:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_517.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_517.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (518 of 2020) |##### | Elapsed Time: 0:35:22 ETA: 1:39:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_518.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_518.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (519 of 2020) |##### | Elapsed Time: 0:35:26 ETA: 1:30:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_519.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_519.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (520 of 2020) |##### | Elapsed Time: 0:35:30 ETA: 1:39:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_520.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_520.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (521 of 2020) |##### | Elapsed Time: 0:35:33 ETA: 1:38:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_521.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_521.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (522 of 2020) |##### | Elapsed Time: 0:35:37 ETA: 1:32:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_522.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_522.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (523 of 2020) |##### | Elapsed Time: 0:35:41 ETA: 1:41:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_523.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_523.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (524 of 2020) |##### | Elapsed Time: 0:35:45 ETA: 1:38:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_524.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_524.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (525 of 2020) |##### | Elapsed Time: 0:35:49 ETA: 1:30:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_525.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_525.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (526 of 2020) |##### | Elapsed Time: 0:35:53 ETA: 1:43:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_526.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_526.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (527 of 2020) |##### | Elapsed Time: 0:35:57 ETA: 1:39:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_527.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_527.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (528 of 2020) |##### | Elapsed Time: 0:36:01 ETA: 1:32:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_528.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_528.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (529 of 2020) |##### | Elapsed Time: 0:36:05 ETA: 1:43:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_529.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_529.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (530 of 2020) |##### | Elapsed Time: 0:36:09 ETA: 1:40:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_530.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_530.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (531 of 2020) |##### | Elapsed Time: 0:36:13 ETA: 1:35:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_531.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_531.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (532 of 2020) |##### | Elapsed Time: 0:36:17 ETA: 1:40:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_532.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_532.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (533 of 2020) |##### | Elapsed Time: 0:36:21 ETA: 1:40:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_533.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_533.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (534 of 2020) |##### | Elapsed Time: 0:36:24 ETA: 1:32:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_534.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_534.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (535 of 2020) |##### | Elapsed Time: 0:36:29 ETA: 1:39:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_535.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_535.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (536 of 2020) |##### | Elapsed Time: 0:36:32 ETA: 1:37:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_536.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_536.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (537 of 2020) |##### | Elapsed Time: 0:36:36 ETA: 1:30:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_537.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_537.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (538 of 2020) |##### | Elapsed Time: 0:36:40 ETA: 1:40:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_538.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_538.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (539 of 2020) |##### | Elapsed Time: 0:36:44 ETA: 1:41:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_539.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_539.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (540 of 2020) |##### | Elapsed Time: 0:36:48 ETA: 1:31:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_540.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_540.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (541 of 2020) |##### | Elapsed Time: 0:36:52 ETA: 1:38:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_541.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_541.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (542 of 2020) |##### | Elapsed Time: 0:36:56 ETA: 1:37:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_542.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_542.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (543 of 2020) |##### | Elapsed Time: 0:37:00 ETA: 1:34:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_543.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_543.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (544 of 2020) |##### | Elapsed Time: 0:37:04 ETA: 1:33:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_544.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_544.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (545 of 2020) |##### | Elapsed Time: 0:37:07 ETA: 1:34:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_545.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_545.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (546 of 2020) |##### | Elapsed Time: 0:37:11 ETA: 1:29:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_546.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_546.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (547 of 2020) |##### | Elapsed Time: 0:37:15 ETA: 1:41:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_547.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_547.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (548 of 2020) |##### | Elapsed Time: 0:37:19 ETA: 1:37:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_548.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_548.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (549 of 2020) |##### | Elapsed Time: 0:37:23 ETA: 1:36:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_549.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_549.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (550 of 2020) |##### | Elapsed Time: 0:37:27 ETA: 1:41:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_550.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_550.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (551 of 2020) |##### | Elapsed Time: 0:37:31 ETA: 1:38:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_551.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_551.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (552 of 2020) |##### | Elapsed Time: 0:37:35 ETA: 1:34:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_552.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_552.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (553 of 2020) |##### | Elapsed Time: 0:37:39 ETA: 1:38:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_553.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_553.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (554 of 2020) |##### | Elapsed Time: 0:37:43 ETA: 1:34:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_554.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_554.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (555 of 2020) |##### | Elapsed Time: 0:37:47 ETA: 1:30:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_555.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_555.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (556 of 2020) |##### | Elapsed Time: 0:37:51 ETA: 1:40:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_556.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_556.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (557 of 2020) |##### | Elapsed Time: 0:37:55 ETA: 1:38:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_557.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_557.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (558 of 2020) |##### | Elapsed Time: 0:37:58 ETA: 1:26:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_558.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_558.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (559 of 2020) |##### | Elapsed Time: 0:38:02 ETA: 1:38:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_559.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_559.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (560 of 2020) |##### | Elapsed Time: 0:38:06 ETA: 1:36:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_560.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_560.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (561 of 2020) |##### | Elapsed Time: 0:38:10 ETA: 1:30:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_561.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_561.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (562 of 2020) |##### | Elapsed Time: 0:38:14 ETA: 1:36:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_562.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_562.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (563 of 2020) |##### | Elapsed Time: 0:38:18 ETA: 1:33:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_563.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_563.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (564 of 2020) |##### | Elapsed Time: 0:38:22 ETA: 1:25:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_564.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_564.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (565 of 2020) |##### | Elapsed Time: 0:38:26 ETA: 1:40:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_565.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_565.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (566 of 2020) |##### | Elapsed Time: 0:38:30 ETA: 1:37:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_566.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_566.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (567 of 2020) |##### | Elapsed Time: 0:38:33 ETA: 1:26:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_567.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_567.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (568 of 2020) |##### | Elapsed Time: 0:38:37 ETA: 1:36:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_568.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_568.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (569 of 2020) |##### | Elapsed Time: 0:38:41 ETA: 1:35:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_569.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_569.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (570 of 2020) |##### | Elapsed Time: 0:38:45 ETA: 1:29:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_570.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_570.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (571 of 2020) |##### | Elapsed Time: 0:38:49 ETA: 1:39:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_571.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_571.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (572 of 2020) |##### | Elapsed Time: 0:38:53 ETA: 1:33:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_572.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_572.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (573 of 2020) |##### | Elapsed Time: 0:38:57 ETA: 1:27:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_573.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_573.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (574 of 2020) |##### | Elapsed Time: 0:39:01 ETA: 1:40:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_574.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_574.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (575 of 2020) |##### | Elapsed Time: 0:39:05 ETA: 1:37:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_575.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_575.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (576 of 2020) |##### | Elapsed Time: 0:39:08 ETA: 1:28:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_576.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_576.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (577 of 2020) |##### | Elapsed Time: 0:39:12 ETA: 1:36:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_577.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_577.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (578 of 2020) |###### | Elapsed Time: 0:39:16 ETA: 1:32:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_578.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_578.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (579 of 2020) |###### | Elapsed Time: 0:39:20 ETA: 1:30:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_579.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_579.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (580 of 2020) |###### | Elapsed Time: 0:39:24 ETA: 1:41:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_580.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_580.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (581 of 2020) |###### | Elapsed Time: 0:39:28 ETA: 1:35:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_581.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_581.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (582 of 2020) |###### | Elapsed Time: 0:39:32 ETA: 1:27:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_582.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_582.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (583 of 2020) |###### | Elapsed Time: 0:39:36 ETA: 1:36:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_583.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_583.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (584 of 2020) |###### | Elapsed Time: 0:39:40 ETA: 1:37:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_584.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_584.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (585 of 2020) |###### | Elapsed Time: 0:39:44 ETA: 1:28:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_585.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_585.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (586 of 2020) |###### | Elapsed Time: 0:39:48 ETA: 1:41:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_586.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_586.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (587 of 2020) |###### | Elapsed Time: 0:39:52 ETA: 1:29:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_587.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_587.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (588 of 2020) |###### | Elapsed Time: 0:39:56 ETA: 1:39:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_588.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_588.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (589 of 2020) |###### | Elapsed Time: 0:40:00 ETA: 1:42:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_589.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_589.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (590 of 2020) |###### | Elapsed Time: 0:40:04 ETA: 1:30:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_590.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_590.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (591 of 2020) |###### | Elapsed Time: 0:40:08 ETA: 1:41:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_591.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_591.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (592 of 2020) |###### | Elapsed Time: 0:40:12 ETA: 1:34:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_592.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_592.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (593 of 2020) |###### | Elapsed Time: 0:40:16 ETA: 1:28:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_593.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_593.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (594 of 2020) |###### | Elapsed Time: 0:40:20 ETA: 1:35:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_594.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_594.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (595 of 2020) |###### | Elapsed Time: 0:40:24 ETA: 1:29:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_595.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_595.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (596 of 2020) |###### | Elapsed Time: 0:40:27 ETA: 1:25:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_596.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_596.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (597 of 2020) |###### | Elapsed Time: 0:40:31 ETA: 1:37:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_597.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_597.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (598 of 2020) |###### | Elapsed Time: 0:40:35 ETA: 1:36:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_598.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_598.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (599 of 2020) |###### | Elapsed Time: 0:40:39 ETA: 1:27:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_599.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_599.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (600 of 2020) |###### | Elapsed Time: 0:40:43 ETA: 1:40:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_600.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_600.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (601 of 2020) |###### | Elapsed Time: 0:40:47 ETA: 1:35:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_601.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_601.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (602 of 2020) |###### | Elapsed Time: 0:40:51 ETA: 1:28:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_602.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_602.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (603 of 2020) |###### | Elapsed Time: 0:40:55 ETA: 1:39:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_603.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_603.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (604 of 2020) |###### | Elapsed Time: 0:41:00 ETA: 1:37:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_604.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_604.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (605 of 2020) |###### | Elapsed Time: 0:41:03 ETA: 1:27:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_605.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_605.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (606 of 2020) |###### | Elapsed Time: 0:41:07 ETA: 1:35:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_606.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_606.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (607 of 2020) |###### | Elapsed Time: 0:41:11 ETA: 1:33:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_607.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_607.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (608 of 2020) |###### | Elapsed Time: 0:41:15 ETA: 1:25:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_608.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_608.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (609 of 2020) |###### | Elapsed Time: 0:41:19 ETA: 1:33:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_609.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_609.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (610 of 2020) |###### | Elapsed Time: 0:41:23 ETA: 1:35:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_610.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_610.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (611 of 2020) |###### | Elapsed Time: 0:41:27 ETA: 1:28:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_611.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_611.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (612 of 2020) |###### | Elapsed Time: 0:41:31 ETA: 1:31:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_612.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_612.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (613 of 2020) |###### | Elapsed Time: 0:41:34 ETA: 1:25:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_613.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_613.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (614 of 2020) |###### | Elapsed Time: 0:41:38 ETA: 1:39:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_614.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_614.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (615 of 2020) |###### | Elapsed Time: 0:41:43 ETA: 1:36:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_615.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_615.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (616 of 2020) |###### | Elapsed Time: 0:41:46 ETA: 1:27:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_616.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_616.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (617 of 2020) |###### | Elapsed Time: 0:41:50 ETA: 1:37:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_617.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_617.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (618 of 2020) |###### | Elapsed Time: 0:41:54 ETA: 1:30:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_618.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_618.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (619 of 2020) |###### | Elapsed Time: 0:41:58 ETA: 1:25:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_619.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_619.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (620 of 2020) |###### | Elapsed Time: 0:42:02 ETA: 1:35:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_620.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_620.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (621 of 2020) |###### | Elapsed Time: 0:42:06 ETA: 1:28:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_621.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_621.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (622 of 2020) |###### | Elapsed Time: 0:42:09 ETA: 1:20:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_622.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_622.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (623 of 2020) |###### | Elapsed Time: 0:42:13 ETA: 1:34:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_623.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_623.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (624 of 2020) |###### | Elapsed Time: 0:42:17 ETA: 1:22:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_624.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_624.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (625 of 2020) |###### | Elapsed Time: 0:42:21 ETA: 1:35:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_625.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_625.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (626 of 2020) |###### | Elapsed Time: 0:42:25 ETA: 1:32:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_626.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_626.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (627 of 2020) |###### | Elapsed Time: 0:42:29 ETA: 1:26:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_627.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_627.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (628 of 2020) |###### | Elapsed Time: 0:42:33 ETA: 1:39:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_628.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_628.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (629 of 2020) |###### | Elapsed Time: 0:42:37 ETA: 1:30:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_629.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_629.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (630 of 2020) |###### | Elapsed Time: 0:42:41 ETA: 1:22:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_630.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_630.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (631 of 2020) |###### | Elapsed Time: 0:42:45 ETA: 1:40:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_631.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_631.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (632 of 2020) |###### | Elapsed Time: 0:42:49 ETA: 1:24:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_632.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_632.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (633 of 2020) |###### | Elapsed Time: 0:42:53 ETA: 1:33:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_633.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_633.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (634 of 2020) |###### | Elapsed Time: 0:42:57 ETA: 1:31:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_634.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_634.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (635 of 2020) |###### | Elapsed Time: 0:43:00 ETA: 1:26:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_635.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_635.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (636 of 2020) |###### | Elapsed Time: 0:43:04 ETA: 1:31:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_636.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_636.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (637 of 2020) |###### | Elapsed Time: 0:43:09 ETA: 1:34:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_637.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_637.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (638 of 2020) |###### | Elapsed Time: 0:43:12 ETA: 1:26:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_638.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_638.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (639 of 2020) |###### | Elapsed Time: 0:43:16 ETA: 1:33:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_639.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_639.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (640 of 2020) |###### | Elapsed Time: 0:43:20 ETA: 1:30:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_640.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_640.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (641 of 2020) |###### | Elapsed Time: 0:43:24 ETA: 1:29:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_641.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_641.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (642 of 2020) |###### | Elapsed Time: 0:43:28 ETA: 1:33:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_642.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_642.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (643 of 2020) |###### | Elapsed Time: 0:43:32 ETA: 1:33:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_643.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_643.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (644 of 2020) |###### | Elapsed Time: 0:43:36 ETA: 1:25:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_644.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_644.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (645 of 2020) |###### | Elapsed Time: 0:43:40 ETA: 1:33:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_645.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_645.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (646 of 2020) |###### | Elapsed Time: 0:43:44 ETA: 1:30:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_646.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_646.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (647 of 2020) |###### | Elapsed Time: 0:43:48 ETA: 1:23:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_647.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_647.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (648 of 2020) |###### | Elapsed Time: 0:43:52 ETA: 1:32:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_648.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_648.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (649 of 2020) |###### | Elapsed Time: 0:43:56 ETA: 1:33:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_649.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_649.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (650 of 2020) |###### | Elapsed Time: 0:43:59 ETA: 1:23:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_650.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_650.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (651 of 2020) |###### | Elapsed Time: 0:44:04 ETA: 1:34:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_651.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_651.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (652 of 2020) |###### | Elapsed Time: 0:44:08 ETA: 1:29:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_652.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_652.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (653 of 2020) |###### | Elapsed Time: 0:44:11 ETA: 1:19:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_653.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_653.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (654 of 2020) |###### | Elapsed Time: 0:44:15 ETA: 1:32:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_654.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_654.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (655 of 2020) |###### | Elapsed Time: 0:44:19 ETA: 1:34:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_655.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_655.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (656 of 2020) |###### | Elapsed Time: 0:44:23 ETA: 1:21:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_656.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_656.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (657 of 2020) |###### | Elapsed Time: 0:44:27 ETA: 1:31:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_657.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_657.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (658 of 2020) |###### | Elapsed Time: 0:44:31 ETA: 1:28:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_658.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_658.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (659 of 2020) |###### | Elapsed Time: 0:44:35 ETA: 1:30:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_659.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_659.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (660 of 2020) |###### | Elapsed Time: 0:44:39 ETA: 1:30:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_660.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_660.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (661 of 2020) |###### | Elapsed Time: 0:44:43 ETA: 1:26:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_661.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_661.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (662 of 2020) |###### | Elapsed Time: 0:44:46 ETA: 1:23:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_662.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_662.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (663 of 2020) |###### | Elapsed Time: 0:44:50 ETA: 1:31:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_663.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_663.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (664 of 2020) |###### | Elapsed Time: 0:44:55 ETA: 1:41:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_664.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_664.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (665 of 2020) |###### | Elapsed Time: 0:44:59 ETA: 1:23:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_665.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_665.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (666 of 2020) |###### | Elapsed Time: 0:45:02 ETA: 1:29:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_666.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_666.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (667 of 2020) |###### | Elapsed Time: 0:45:06 ETA: 1:28:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_667.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_667.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (668 of 2020) |###### | Elapsed Time: 0:45:10 ETA: 1:21:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_668.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_668.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (669 of 2020) |###### | Elapsed Time: 0:45:14 ETA: 1:36:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_669.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_669.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (670 of 2020) |###### | Elapsed Time: 0:45:18 ETA: 1:30:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_670.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_670.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (671 of 2020) |###### | Elapsed Time: 0:45:22 ETA: 1:25:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_671.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_671.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (672 of 2020) |###### | Elapsed Time: 0:45:26 ETA: 1:34:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_672.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_672.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (673 of 2020) |###### | Elapsed Time: 0:45:30 ETA: 1:29:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_673.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_673.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (674 of 2020) |####### | Elapsed Time: 0:45:34 ETA: 1:22:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_674.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_674.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (675 of 2020) |####### | Elapsed Time: 0:45:38 ETA: 1:31:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_675.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_675.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (676 of 2020) |####### | Elapsed Time: 0:45:42 ETA: 1:30:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_676.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_676.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (677 of 2020) |####### | Elapsed Time: 0:45:46 ETA: 1:20:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_677.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_677.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (678 of 2020) |####### | Elapsed Time: 0:45:50 ETA: 1:34:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_678.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_678.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (679 of 2020) |####### | Elapsed Time: 0:45:54 ETA: 1:30:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_679.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_679.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (680 of 2020) |####### | Elapsed Time: 0:45:58 ETA: 1:21:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_680.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_680.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (681 of 2020) |####### | Elapsed Time: 0:46:02 ETA: 1:35:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_681.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_681.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (682 of 2020) |####### | Elapsed Time: 0:46:06 ETA: 1:31:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_682.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_682.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (683 of 2020) |####### | Elapsed Time: 0:46:10 ETA: 1:23:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_683.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_683.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (684 of 2020) |####### | Elapsed Time: 0:46:14 ETA: 1:31:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_684.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_684.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (685 of 2020) |####### | Elapsed Time: 0:46:18 ETA: 1:27:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_685.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_685.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (686 of 2020) |####### | Elapsed Time: 0:46:22 ETA: 1:26:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_686.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_686.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (687 of 2020) |####### | Elapsed Time: 0:46:26 ETA: 1:27:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_687.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_687.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (688 of 2020) |####### | Elapsed Time: 0:46:30 ETA: 1:31:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_688.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_688.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (689 of 2020) |####### | Elapsed Time: 0:46:34 ETA: 1:24:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_689.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_689.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (690 of 2020) |####### | Elapsed Time: 0:46:38 ETA: 1:31:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_690.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_690.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (691 of 2020) |####### | Elapsed Time: 0:46:42 ETA: 1:28:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_691.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_691.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (692 of 2020) |####### | Elapsed Time: 0:46:45 ETA: 1:24:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_692.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_692.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (693 of 2020) |####### | Elapsed Time: 0:46:50 ETA: 1:29:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_693.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_693.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (694 of 2020) |####### | Elapsed Time: 0:46:54 ETA: 1:30:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_694.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_694.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (695 of 2020) |####### | Elapsed Time: 0:46:57 ETA: 1:21:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_695.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_695.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (696 of 2020) |####### | Elapsed Time: 0:47:02 ETA: 1:31:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_696.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_696.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (697 of 2020) |####### | Elapsed Time: 0:47:05 ETA: 1:26:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_697.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_697.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (698 of 2020) |####### | Elapsed Time: 0:47:09 ETA: 1:20:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_698.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_698.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (699 of 2020) |####### | Elapsed Time: 0:47:13 ETA: 1:27:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_699.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_699.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (700 of 2020) |####### | Elapsed Time: 0:47:17 ETA: 1:28:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_700.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_700.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (701 of 2020) |####### | Elapsed Time: 0:47:21 ETA: 1:28:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_701.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_701.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (702 of 2020) |####### | Elapsed Time: 0:47:25 ETA: 1:29:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_702.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_702.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (703 of 2020) |####### | Elapsed Time: 0:47:29 ETA: 1:30:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_703.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_703.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (704 of 2020) |####### | Elapsed Time: 0:47:33 ETA: 1:20:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_704.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_704.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (705 of 2020) |####### | Elapsed Time: 0:47:37 ETA: 1:26:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_705.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_705.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (706 of 2020) |####### | Elapsed Time: 0:47:41 ETA: 1:28:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_706.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_706.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (707 of 2020) |####### | Elapsed Time: 0:47:45 ETA: 1:21:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_707.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_707.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (708 of 2020) |####### | Elapsed Time: 0:47:49 ETA: 1:28:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_708.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_708.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (709 of 2020) |####### | Elapsed Time: 0:47:53 ETA: 1:24:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_709.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_709.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (710 of 2020) |####### | Elapsed Time: 0:47:57 ETA: 1:27:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_710.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_710.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (711 of 2020) |####### | Elapsed Time: 0:48:01 ETA: 1:32:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_711.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_711.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (712 of 2020) |####### | Elapsed Time: 0:48:05 ETA: 1:21:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_712.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_712.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (713 of 2020) |####### | Elapsed Time: 0:48:09 ETA: 1:26:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_713.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_713.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (714 of 2020) |####### | Elapsed Time: 0:48:13 ETA: 1:26:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_714.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_714.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (715 of 2020) |####### | Elapsed Time: 0:48:16 ETA: 1:20:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_715.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_715.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (716 of 2020) |####### | Elapsed Time: 0:48:20 ETA: 1:30:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_716.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_716.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (717 of 2020) |####### | Elapsed Time: 0:48:24 ETA: 1:27:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_717.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_717.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (718 of 2020) |####### | Elapsed Time: 0:48:28 ETA: 1:23:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_718.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_718.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (719 of 2020) |####### | Elapsed Time: 0:48:33 ETA: 1:31:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_719.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_719.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (720 of 2020) |####### | Elapsed Time: 0:48:36 ETA: 1:24:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_720.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_720.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (721 of 2020) |####### | Elapsed Time: 0:48:40 ETA: 1:18:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_721.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_721.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (722 of 2020) |####### | Elapsed Time: 0:48:44 ETA: 1:28:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_722.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_722.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (723 of 2020) |####### | Elapsed Time: 0:48:48 ETA: 1:23:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_723.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_723.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (724 of 2020) |####### | Elapsed Time: 0:48:52 ETA: 1:21:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_724.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_724.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (725 of 2020) |####### | Elapsed Time: 0:48:56 ETA: 1:28:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_725.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_725.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (726 of 2020) |####### | Elapsed Time: 0:49:00 ETA: 1:28:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_726.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_726.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (727 of 2020) |####### | Elapsed Time: 0:49:04 ETA: 1:19:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_727.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_727.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (728 of 2020) |####### | Elapsed Time: 0:49:08 ETA: 1:29:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_728.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_728.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (729 of 2020) |####### | Elapsed Time: 0:49:12 ETA: 1:28:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_729.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_729.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (730 of 2020) |####### | Elapsed Time: 0:49:16 ETA: 1:22:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_730.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_730.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (731 of 2020) |####### | Elapsed Time: 0:49:20 ETA: 1:28:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_731.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_731.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (732 of 2020) |####### | Elapsed Time: 0:49:24 ETA: 1:24:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_732.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_732.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (733 of 2020) |####### | Elapsed Time: 0:49:28 ETA: 1:19:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_733.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_733.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (734 of 2020) |####### | Elapsed Time: 0:49:32 ETA: 1:29:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_734.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_734.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (735 of 2020) |####### | Elapsed Time: 0:49:36 ETA: 1:28:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_735.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_735.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (736 of 2020) |####### | Elapsed Time: 0:49:40 ETA: 1:27:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_736.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_736.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (737 of 2020) |####### | Elapsed Time: 0:49:44 ETA: 1:31:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_737.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_737.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (738 of 2020) |####### | Elapsed Time: 0:49:48 ETA: 1:25:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_738.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_738.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (739 of 2020) |####### | Elapsed Time: 0:49:52 ETA: 1:17:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_739.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_739.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (740 of 2020) |####### | Elapsed Time: 0:49:56 ETA: 1:28:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_740.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_740.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (741 of 2020) |####### | Elapsed Time: 0:50:00 ETA: 1:26:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_741.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_741.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (742 of 2020) |####### | Elapsed Time: 0:50:04 ETA: 1:20:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_742.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_742.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (743 of 2020) |####### | Elapsed Time: 0:50:08 ETA: 1:26:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_743.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_743.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (744 of 2020) |####### | Elapsed Time: 0:50:12 ETA: 1:25:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_744.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_744.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (745 of 2020) |####### | Elapsed Time: 0:50:16 ETA: 1:20:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_745.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_745.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (746 of 2020) |####### | Elapsed Time: 0:50:20 ETA: 1:35:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_746.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_746.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (747 of 2020) |####### | Elapsed Time: 0:50:24 ETA: 1:27:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_747.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_747.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (748 of 2020) |####### | Elapsed Time: 0:50:28 ETA: 1:15:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_748.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_748.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (749 of 2020) |####### | Elapsed Time: 0:50:32 ETA: 1:26:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_749.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_749.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (750 of 2020) |####### | Elapsed Time: 0:50:36 ETA: 1:24:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_750.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_750.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (751 of 2020) |####### | Elapsed Time: 0:50:40 ETA: 1:18:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_751.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_751.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (752 of 2020) |####### | Elapsed Time: 0:50:44 ETA: 1:30:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_752.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_752.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (753 of 2020) |####### | Elapsed Time: 0:50:48 ETA: 1:28:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_753.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_753.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (754 of 2020) |####### | Elapsed Time: 0:50:52 ETA: 1:19:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_754.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_754.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (755 of 2020) |####### | Elapsed Time: 0:50:56 ETA: 1:24:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_755.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_755.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (756 of 2020) |####### | Elapsed Time: 0:51:00 ETA: 1:24:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_756.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_756.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (757 of 2020) |####### | Elapsed Time: 0:51:04 ETA: 1:21:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_757.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_757.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (758 of 2020) |####### | Elapsed Time: 0:51:08 ETA: 1:26:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_758.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_758.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (759 of 2020) |####### | Elapsed Time: 0:51:12 ETA: 1:22:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_759.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_759.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (760 of 2020) |####### | Elapsed Time: 0:51:16 ETA: 1:19:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_760.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_760.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (761 of 2020) |####### | Elapsed Time: 0:51:20 ETA: 1:25:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_761.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_761.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (762 of 2020) |####### | Elapsed Time: 0:51:24 ETA: 1:22:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_762.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_762.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (763 of 2020) |####### | Elapsed Time: 0:51:27 ETA: 1:16:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_763.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_763.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (764 of 2020) |####### | Elapsed Time: 0:51:31 ETA: 1:24:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_764.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_764.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (765 of 2020) |####### | Elapsed Time: 0:51:35 ETA: 1:22:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_765.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_765.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (766 of 2020) |####### | Elapsed Time: 0:51:39 ETA: 1:25:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_766.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_766.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (767 of 2020) |####### | Elapsed Time: 0:51:44 ETA: 1:26:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_767.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_767.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (768 of 2020) |####### | Elapsed Time: 0:51:48 ETA: 1:25:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_768.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_768.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (769 of 2020) |####### | Elapsed Time: 0:51:51 ETA: 1:17:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_769.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_769.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (770 of 2020) |######## | Elapsed Time: 0:51:55 ETA: 1:25:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_770.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_770.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (771 of 2020) |######## | Elapsed Time: 0:51:59 ETA: 1:22:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_771.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_771.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (772 of 2020) |######## | Elapsed Time: 0:52:03 ETA: 1:16:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_772.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_772.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (773 of 2020) |######## | Elapsed Time: 0:52:07 ETA: 1:26:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_773.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_773.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (774 of 2020) |######## | Elapsed Time: 0:52:11 ETA: 1:21:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_774.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_774.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (775 of 2020) |######## | Elapsed Time: 0:52:15 ETA: 1:20:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_775.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_775.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (776 of 2020) |######## | Elapsed Time: 0:52:19 ETA: 1:25:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_776.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_776.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (777 of 2020) |######## | Elapsed Time: 0:52:23 ETA: 1:21:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_777.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_777.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (778 of 2020) |######## | Elapsed Time: 0:52:27 ETA: 1:16:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_778.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_778.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (779 of 2020) |######## | Elapsed Time: 0:52:31 ETA: 1:26:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_779.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_779.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (780 of 2020) |######## | Elapsed Time: 0:52:35 ETA: 1:23:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_780.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_780.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (781 of 2020) |######## | Elapsed Time: 0:52:39 ETA: 1:16:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_781.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_781.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (782 of 2020) |######## | Elapsed Time: 0:52:43 ETA: 1:27:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_782.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_782.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (783 of 2020) |######## | Elapsed Time: 0:52:47 ETA: 1:16:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_783.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_783.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (784 of 2020) |######## | Elapsed Time: 0:52:51 ETA: 1:23:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_784.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_784.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (785 of 2020) |######## | Elapsed Time: 0:52:55 ETA: 1:24:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_785.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_785.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (786 of 2020) |######## | Elapsed Time: 0:52:59 ETA: 1:17:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_786.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_786.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (787 of 2020) |######## | Elapsed Time: 0:53:03 ETA: 1:23:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_787.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_787.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (788 of 2020) |######## | Elapsed Time: 0:53:07 ETA: 1:20:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_788.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_788.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (789 of 2020) |######## | Elapsed Time: 0:53:10 ETA: 1:17:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_789.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_789.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (790 of 2020) |######## | Elapsed Time: 0:53:15 ETA: 1:23:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_790.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_790.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (791 of 2020) |######## | Elapsed Time: 0:53:18 ETA: 1:13:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_791.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_791.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (792 of 2020) |######## | Elapsed Time: 0:53:22 ETA: 1:21:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_792.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_792.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (793 of 2020) |######## | Elapsed Time: 0:53:26 ETA: 1:18:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_793.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_793.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (794 of 2020) |######## | Elapsed Time: 0:53:30 ETA: 1:19:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_794.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_794.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (795 of 2020) |######## | Elapsed Time: 0:53:34 ETA: 1:24:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_795.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_795.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (796 of 2020) |######## | Elapsed Time: 0:53:38 ETA: 1:26:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_796.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_796.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (797 of 2020) |######## | Elapsed Time: 0:53:42 ETA: 1:16:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_797.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_797.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (798 of 2020) |######## | Elapsed Time: 0:53:46 ETA: 1:24:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_798.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_798.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (799 of 2020) |######## | Elapsed Time: 0:53:50 ETA: 1:11:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_799.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_799.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (800 of 2020) |######## | Elapsed Time: 0:53:54 ETA: 1:20:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_800.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_800.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (801 of 2020) |######## | Elapsed Time: 0:53:58 ETA: 1:21:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_801.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_801.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (802 of 2020) |######## | Elapsed Time: 0:54:01 ETA: 1:15:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_802.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_802.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (803 of 2020) |######## | Elapsed Time: 0:54:05 ETA: 1:23:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_803.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_803.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (804 of 2020) |######## | Elapsed Time: 0:54:09 ETA: 1:17:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_804.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_804.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (805 of 2020) |######## | Elapsed Time: 0:54:13 ETA: 1:19:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_805.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_805.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (806 of 2020) |######## | Elapsed Time: 0:54:17 ETA: 1:20:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_806.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_806.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (807 of 2020) |######## | Elapsed Time: 0:54:21 ETA: 1:12:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_807.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_807.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (808 of 2020) |######## | Elapsed Time: 0:54:25 ETA: 1:27:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_808.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_808.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (809 of 2020) |######## | Elapsed Time: 0:54:29 ETA: 1:19:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_809.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_809.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (810 of 2020) |######## | Elapsed Time: 0:54:33 ETA: 1:14:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_810.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_810.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (811 of 2020) |######## | Elapsed Time: 0:54:37 ETA: 1:18:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_811.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_811.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (812 of 2020) |######## | Elapsed Time: 0:54:41 ETA: 1:19:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_812.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_812.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (813 of 2020) |######## | Elapsed Time: 0:54:44 ETA: 1:11:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_813.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_813.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (814 of 2020) |######## | Elapsed Time: 0:54:48 ETA: 1:19:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_814.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_814.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (815 of 2020) |######## | Elapsed Time: 0:54:52 ETA: 1:22:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_815.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_815.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (816 of 2020) |######## | Elapsed Time: 0:54:56 ETA: 1:13:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_816.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_816.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (817 of 2020) |######## | Elapsed Time: 0:55:00 ETA: 1:22:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_817.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_817.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (818 of 2020) |######## | Elapsed Time: 0:55:04 ETA: 1:19:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_818.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_818.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (819 of 2020) |######## | Elapsed Time: 0:55:07 ETA: 1:11:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_819.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_819.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (820 of 2020) |######## | Elapsed Time: 0:55:11 ETA: 1:19:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_820.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_820.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (821 of 2020) |######## | Elapsed Time: 0:55:15 ETA: 1:17:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_821.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_821.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (822 of 2020) |######## | Elapsed Time: 0:55:19 ETA: 1:11:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_822.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_822.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (823 of 2020) |######## | Elapsed Time: 0:55:23 ETA: 1:22:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_823.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_823.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (824 of 2020) |######## | Elapsed Time: 0:55:27 ETA: 1:18:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_824.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_824.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (825 of 2020) |######## | Elapsed Time: 0:55:31 ETA: 1:12:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_825.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_825.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (826 of 2020) |######## | Elapsed Time: 0:55:35 ETA: 1:22:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_826.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_826.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (827 of 2020) |######## | Elapsed Time: 0:55:39 ETA: 1:20:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_827.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_827.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (828 of 2020) |######## | Elapsed Time: 0:55:42 ETA: 1:12:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_828.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_828.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (829 of 2020) |######## | Elapsed Time: 0:55:46 ETA: 1:18:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_829.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_829.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (830 of 2020) |######## | Elapsed Time: 0:55:50 ETA: 1:20:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_830.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_830.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (831 of 2020) |######## | Elapsed Time: 0:55:54 ETA: 1:17:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_831.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_831.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (832 of 2020) |######## | Elapsed Time: 0:55:58 ETA: 1:22:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_832.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_832.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (833 of 2020) |######## | Elapsed Time: 0:56:02 ETA: 1:15:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_833.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_833.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (834 of 2020) |######## | Elapsed Time: 0:56:06 ETA: 1:22:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_834.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_834.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (835 of 2020) |######## | Elapsed Time: 0:56:10 ETA: 1:18:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_835.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_835.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (836 of 2020) |######## | Elapsed Time: 0:56:14 ETA: 1:15:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_836.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_836.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (837 of 2020) |######## | Elapsed Time: 0:56:18 ETA: 1:20:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_837.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_837.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (838 of 2020) |######## | Elapsed Time: 0:56:22 ETA: 1:17:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_838.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_838.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (839 of 2020) |######## | Elapsed Time: 0:56:26 ETA: 1:12:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_839.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_839.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (840 of 2020) |######## | Elapsed Time: 0:56:30 ETA: 1:19:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_840.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_840.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (841 of 2020) |######## | Elapsed Time: 0:56:34 ETA: 1:13:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_841.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_841.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (842 of 2020) |######## | Elapsed Time: 0:56:38 ETA: 1:18:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_842.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_842.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (843 of 2020) |######## | Elapsed Time: 0:56:42 ETA: 1:18:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_843.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_843.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (844 of 2020) |######## | Elapsed Time: 0:56:45 ETA: 1:08:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_844.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_844.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (845 of 2020) |######## | Elapsed Time: 0:56:49 ETA: 1:18:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_845.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_845.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (846 of 2020) |######## | Elapsed Time: 0:56:53 ETA: 1:16:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_846.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_846.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (847 of 2020) |######## | Elapsed Time: 0:56:57 ETA: 1:09:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_847.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_847.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (848 of 2020) |######## | Elapsed Time: 0:57:01 ETA: 1:17:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_848.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_848.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (849 of 2020) |######## | Elapsed Time: 0:57:04 ETA: 1:13:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_849.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_849.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (850 of 2020) |######## | Elapsed Time: 0:57:08 ETA: 1:18:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_850.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_850.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (851 of 2020) |######## | Elapsed Time: 0:57:12 ETA: 1:17:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_851.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_851.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (852 of 2020) |######## | Elapsed Time: 0:57:16 ETA: 1:12:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_852.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_852.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (853 of 2020) |######## | Elapsed Time: 0:57:20 ETA: 1:17:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_853.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_853.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (854 of 2020) |######## | Elapsed Time: 0:57:24 ETA: 1:21:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_854.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_854.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (855 of 2020) |######## | Elapsed Time: 0:57:28 ETA: 1:13:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_855.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_855.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (856 of 2020) |######## | Elapsed Time: 0:57:32 ETA: 1:19:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_856.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_856.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (857 of 2020) |######## | Elapsed Time: 0:57:36 ETA: 1:11:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_857.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_857.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (858 of 2020) |######## | Elapsed Time: 0:57:40 ETA: 1:18:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_858.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_858.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (859 of 2020) |######## | Elapsed Time: 0:57:44 ETA: 1:22:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_859.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_859.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (860 of 2020) |######## | Elapsed Time: 0:57:48 ETA: 1:11:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_860.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_860.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (861 of 2020) |######## | Elapsed Time: 0:57:52 ETA: 1:18:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_861.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_861.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (862 of 2020) |######## | Elapsed Time: 0:57:56 ETA: 1:09:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_862.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_862.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (863 of 2020) |######## | Elapsed Time: 0:58:00 ETA: 1:18:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_863.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_863.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (864 of 2020) |######## | Elapsed Time: 0:58:04 ETA: 1:19:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_864.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_864.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (865 of 2020) |######## | Elapsed Time: 0:58:08 ETA: 1:12:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_865.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_865.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (866 of 2020) |######### | Elapsed Time: 0:58:12 ETA: 1:17:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_866.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_866.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (867 of 2020) |######### | Elapsed Time: 0:58:16 ETA: 1:17:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_867.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_867.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (868 of 2020) |######### | Elapsed Time: 0:58:19 ETA: 1:10:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_868.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_868.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (869 of 2020) |######### | Elapsed Time: 0:58:23 ETA: 1:17:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_869.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_869.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (870 of 2020) |######### | Elapsed Time: 0:58:28 ETA: 1:19:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_870.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_870.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (871 of 2020) |######### | Elapsed Time: 0:58:31 ETA: 1:11:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_871.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_871.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (872 of 2020) |######### | Elapsed Time: 0:58:35 ETA: 1:19:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_872.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_872.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (873 of 2020) |######### | Elapsed Time: 0:58:39 ETA: 1:16:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_873.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_873.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (874 of 2020) |######### | Elapsed Time: 0:58:43 ETA: 1:08:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_874.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_874.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (875 of 2020) |######### | Elapsed Time: 0:58:47 ETA: 1:21:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_875.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_875.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (876 of 2020) |######### | Elapsed Time: 0:58:51 ETA: 1:14:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_876.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_876.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (877 of 2020) |######### | Elapsed Time: 0:58:55 ETA: 1:09:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_877.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_877.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (878 of 2020) |######### | Elapsed Time: 0:58:59 ETA: 1:16:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_878.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_878.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (879 of 2020) |######### | Elapsed Time: 0:59:03 ETA: 1:16:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_879.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_879.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (880 of 2020) |######### | Elapsed Time: 0:59:07 ETA: 1:10:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_880.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_880.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (881 of 2020) |######### | Elapsed Time: 0:59:11 ETA: 1:18:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_881.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_881.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (882 of 2020) |######### | Elapsed Time: 0:59:14 ETA: 1:09:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_882.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_882.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (883 of 2020) |######### | Elapsed Time: 0:59:19 ETA: 1:20:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_883.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_883.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (884 of 2020) |######### | Elapsed Time: 0:59:23 ETA: 1:16:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_884.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_884.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (885 of 2020) |######### | Elapsed Time: 0:59:26 ETA: 1:09:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_885.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_885.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (886 of 2020) |######### | Elapsed Time: 0:59:30 ETA: 1:15:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_886.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_886.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (887 of 2020) |######### | Elapsed Time: 0:59:34 ETA: 1:14:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_887.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_887.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (888 of 2020) |######### | Elapsed Time: 0:59:38 ETA: 1:08:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_888.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_888.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (889 of 2020) |######### | Elapsed Time: 0:59:42 ETA: 1:16:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_889.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_889.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (890 of 2020) |######### | Elapsed Time: 0:59:46 ETA: 1:14:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_890.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_890.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (891 of 2020) |######### | Elapsed Time: 0:59:50 ETA: 1:11:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_891.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_891.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (892 of 2020) |######### | Elapsed Time: 0:59:54 ETA: 1:15:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_892.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_892.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (893 of 2020) |######### | Elapsed Time: 0:59:58 ETA: 1:18:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_893.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_893.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (894 of 2020) |######### | Elapsed Time: 1:00:02 ETA: 1:10:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_894.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_894.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (895 of 2020) |######### | Elapsed Time: 1:00:06 ETA: 1:14:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_895.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_895.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (896 of 2020) |######### | Elapsed Time: 1:00:10 ETA: 1:13:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_896.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_896.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (897 of 2020) |######### | Elapsed Time: 1:00:13 ETA: 1:10:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_897.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_897.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (898 of 2020) |######### | Elapsed Time: 1:00:18 ETA: 1:18:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_898.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_898.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (899 of 2020) |######### | Elapsed Time: 1:00:22 ETA: 1:13:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_899.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_899.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (900 of 2020) |######### | Elapsed Time: 1:00:25 ETA: 1:09:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_900.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_900.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (901 of 2020) |######### | Elapsed Time: 1:00:29 ETA: 1:13:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_901.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_901.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (902 of 2020) |######### | Elapsed Time: 1:00:33 ETA: 1:08:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_902.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_902.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (903 of 2020) |######### | Elapsed Time: 1:00:37 ETA: 1:15:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_903.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_903.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (904 of 2020) |######### | Elapsed Time: 1:00:41 ETA: 1:12:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_904.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_904.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (905 of 2020) |######### | Elapsed Time: 1:00:45 ETA: 1:08:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_905.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_905.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (906 of 2020) |######### | Elapsed Time: 1:00:49 ETA: 1:22:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_906.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_906.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (907 of 2020) |######### | Elapsed Time: 1:00:53 ETA: 1:12:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_907.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_907.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (908 of 2020) |######### | Elapsed Time: 1:00:57 ETA: 1:10:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_908.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_908.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (909 of 2020) |######### | Elapsed Time: 1:01:01 ETA: 1:17:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_909.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_909.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (910 of 2020) |######### | Elapsed Time: 1:01:05 ETA: 1:08:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_910.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_910.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (911 of 2020) |######### | Elapsed Time: 1:01:09 ETA: 1:14:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_911.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_911.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (912 of 2020) |######### | Elapsed Time: 1:01:13 ETA: 1:14:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_912.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_912.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (913 of 2020) |######### | Elapsed Time: 1:01:16 ETA: 1:09:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_913.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_913.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (914 of 2020) |######### | Elapsed Time: 1:01:21 ETA: 1:17:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_914.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_914.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (915 of 2020) |######### | Elapsed Time: 1:01:25 ETA: 1:11:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_915.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_915.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (916 of 2020) |######### | Elapsed Time: 1:01:29 ETA: 1:14:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_916.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_916.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (917 of 2020) |######### | Elapsed Time: 1:01:33 ETA: 1:15:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_917.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_917.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (918 of 2020) |######### | Elapsed Time: 1:01:36 ETA: 1:07:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_918.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_918.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (919 of 2020) |######### | Elapsed Time: 1:01:41 ETA: 1:17:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_919.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_919.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (920 of 2020) |######### | Elapsed Time: 1:01:45 ETA: 1:15:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_920.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_920.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (921 of 2020) |######### | Elapsed Time: 1:01:48 ETA: 1:05:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_921.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_921.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (922 of 2020) |######### | Elapsed Time: 1:01:52 ETA: 1:14:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_922.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_922.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (923 of 2020) |######### | Elapsed Time: 1:01:56 ETA: 1:14:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_923.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_923.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (924 of 2020) |######### | Elapsed Time: 1:02:00 ETA: 1:07:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_924.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_924.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (925 of 2020) |######### | Elapsed Time: 1:02:04 ETA: 1:16:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_925.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_925.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (926 of 2020) |######### | Elapsed Time: 1:02:08 ETA: 1:16:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_926.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_926.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (927 of 2020) |######### | Elapsed Time: 1:02:13 ETA: 1:13:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_927.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_927.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (928 of 2020) |######### | Elapsed Time: 1:02:17 ETA: 1:14:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_928.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_928.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (929 of 2020) |######### | Elapsed Time: 1:02:21 ETA: 1:17:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_929.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_929.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (930 of 2020) |######### | Elapsed Time: 1:02:25 ETA: 1:07:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_930.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_930.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (931 of 2020) |######### | Elapsed Time: 1:02:28 ETA: 1:11:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_931.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_931.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (932 of 2020) |######### | Elapsed Time: 1:02:32 ETA: 1:10:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_932.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_932.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (933 of 2020) |######### | Elapsed Time: 1:02:36 ETA: 1:09:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_933.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_933.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (934 of 2020) |######### | Elapsed Time: 1:02:40 ETA: 1:14:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_934.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_934.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (935 of 2020) |######### | Elapsed Time: 1:02:44 ETA: 1:09:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_935.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_935.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (936 of 2020) |######### | Elapsed Time: 1:02:48 ETA: 1:08:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_936.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_936.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (937 of 2020) |######### | Elapsed Time: 1:02:52 ETA: 1:14:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_937.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_937.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (938 of 2020) |######### | Elapsed Time: 1:02:56 ETA: 1:14:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_938.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_938.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (939 of 2020) |######### | Elapsed Time: 1:03:00 ETA: 1:07:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_939.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_939.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (940 of 2020) |######### | Elapsed Time: 1:03:04 ETA: 1:13:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_940.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_940.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (941 of 2020) |######### | Elapsed Time: 1:03:08 ETA: 1:13:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_941.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_941.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (942 of 2020) |######### | Elapsed Time: 1:03:12 ETA: 1:08:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_942.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_942.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (943 of 2020) |######### | Elapsed Time: 1:03:16 ETA: 1:11:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_943.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_943.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (944 of 2020) |######### | Elapsed Time: 1:03:20 ETA: 1:10:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_944.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_944.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (945 of 2020) |######### | Elapsed Time: 1:03:23 ETA: 1:04:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_945.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_945.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (946 of 2020) |######### | Elapsed Time: 1:03:27 ETA: 1:12:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_946.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_946.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (947 of 2020) |######### | Elapsed Time: 1:03:31 ETA: 1:05:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_947.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_947.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (948 of 2020) |######### | Elapsed Time: 1:03:35 ETA: 1:09:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_948.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_948.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (949 of 2020) |######### | Elapsed Time: 1:03:39 ETA: 1:12:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_949.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_949.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (950 of 2020) |######### | Elapsed Time: 1:03:43 ETA: 1:05:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_950.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_950.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (951 of 2020) |######### | Elapsed Time: 1:03:47 ETA: 1:10:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_951.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_951.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (952 of 2020) |######### | Elapsed Time: 1:03:51 ETA: 1:12:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_952.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_952.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (953 of 2020) |######### | Elapsed Time: 1:03:55 ETA: 1:08:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_953.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_953.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (954 of 2020) |######### | Elapsed Time: 1:03:59 ETA: 1:10:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_954.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_954.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (955 of 2020) |######### | Elapsed Time: 1:04:02 ETA: 1:06:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_955.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_955.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (956 of 2020) |######### | Elapsed Time: 1:04:06 ETA: 1:13:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_956.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_956.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (957 of 2020) |######### | Elapsed Time: 1:04:10 ETA: 1:09:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_957.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_957.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (958 of 2020) |######### | Elapsed Time: 1:04:14 ETA: 1:06:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_958.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_958.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (959 of 2020) |######### | Elapsed Time: 1:04:18 ETA: 1:12:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_959.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_959.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (960 of 2020) |######### | Elapsed Time: 1:04:22 ETA: 1:06:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_960.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_960.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (961 of 2020) |######### | Elapsed Time: 1:04:26 ETA: 1:10:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_961.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_961.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (962 of 2020) |########## | Elapsed Time: 1:04:30 ETA: 1:12:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_962.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_962.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (963 of 2020) |########## | Elapsed Time: 1:04:34 ETA: 1:08:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_963.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_963.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (964 of 2020) |########## | Elapsed Time: 1:04:38 ETA: 1:17:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_964.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_964.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (965 of 2020) |########## | Elapsed Time: 1:04:42 ETA: 1:11:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_965.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_965.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (966 of 2020) |########## | Elapsed Time: 1:04:46 ETA: 1:07:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_966.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_966.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (967 of 2020) |########## | Elapsed Time: 1:04:50 ETA: 1:13:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_967.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_967.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (968 of 2020) |########## | Elapsed Time: 1:04:54 ETA: 1:11:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_968.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_968.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (969 of 2020) |########## | Elapsed Time: 1:04:58 ETA: 1:06:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_969.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_969.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (970 of 2020) |########## | Elapsed Time: 1:05:02 ETA: 1:09:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_970.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_970.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (971 of 2020) |########## | Elapsed Time: 1:05:06 ETA: 1:11:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_971.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_971.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (972 of 2020) |########## | Elapsed Time: 1:05:10 ETA: 1:07:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_972.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_972.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (973 of 2020) |########## | Elapsed Time: 1:05:14 ETA: 1:13:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_973.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_973.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (974 of 2020) |########## | Elapsed Time: 1:05:18 ETA: 1:09:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_974.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_974.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (975 of 2020) |########## | Elapsed Time: 1:05:22 ETA: 1:04:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_975.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_975.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (976 of 2020) |########## | Elapsed Time: 1:05:26 ETA: 1:12:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_976.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_976.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (977 of 2020) |########## | Elapsed Time: 1:05:30 ETA: 1:12:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_977.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_977.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (978 of 2020) |########## | Elapsed Time: 1:05:34 ETA: 1:04:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_978.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_978.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (979 of 2020) |########## | Elapsed Time: 1:05:38 ETA: 1:11:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_979.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_979.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (980 of 2020) |########## | Elapsed Time: 1:05:42 ETA: 1:04:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_980.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_980.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (981 of 2020) |########## | Elapsed Time: 1:05:46 ETA: 1:12:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_981.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_981.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (982 of 2020) |########## | Elapsed Time: 1:05:50 ETA: 1:11:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_982.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_982.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (983 of 2020) |########## | Elapsed Time: 1:05:54 ETA: 1:03:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_983.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_983.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (984 of 2020) |########## | Elapsed Time: 1:05:58 ETA: 1:11:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_984.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_984.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (985 of 2020) |########## | Elapsed Time: 1:06:02 ETA: 1:07:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_985.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_985.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (986 of 2020) |########## | Elapsed Time: 1:06:06 ETA: 1:03:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_986.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_986.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (987 of 2020) |########## | Elapsed Time: 1:06:10 ETA: 1:08:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_987.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_987.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (988 of 2020) |########## | Elapsed Time: 1:06:14 ETA: 1:10:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_988.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_988.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (989 of 2020) |########## | Elapsed Time: 1:06:17 ETA: 1:03:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_989.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_989.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (990 of 2020) |########## | Elapsed Time: 1:06:21 ETA: 1:08:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_990.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_990.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (991 of 2020) |########## | Elapsed Time: 1:06:25 ETA: 1:09:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_991.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_991.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (992 of 2020) |########## | Elapsed Time: 1:06:29 ETA: 1:05:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_992.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_992.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (993 of 2020) |########## | Elapsed Time: 1:06:33 ETA: 1:09:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_993.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_993.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (994 of 2020) |########## | Elapsed Time: 1:06:37 ETA: 1:06:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_994.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_994.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (995 of 2020) |########## | Elapsed Time: 1:06:41 ETA: 1:04:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_995.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_995.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (996 of 2020) |########## | Elapsed Time: 1:06:45 ETA: 1:09:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_996.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_996.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (997 of 2020) |########## | Elapsed Time: 1:06:49 ETA: 1:08:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_997.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_997.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (998 of 2020) |########## | Elapsed Time: 1:06:53 ETA: 1:09:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_998.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_998.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (999 of 2020) |########## | Elapsed Time: 1:06:57 ETA: 1:07:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_999.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_999.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:35 ETA: 00:00:00
Total test loss: 3.3082488503456116 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1000.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1000.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1001 of 2020) |###### | Elapsed Time: 1:08:40 ETA: 1 day, 4:10:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1001.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1001.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1002 of 2020) |######### | Elapsed Time: 1:08:44 ETA: 1:01:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1002.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1002.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1003 of 2020) |######### | Elapsed Time: 1:08:48 ETA: 1:07:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1003.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1003.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1004 of 2020) |######### | Elapsed Time: 1:08:52 ETA: 1:04:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1004.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1004.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1005 of 2020) |######### | Elapsed Time: 1:08:56 ETA: 1:08:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1005.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1005.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1006 of 2020) |######### | Elapsed Time: 1:09:00 ETA: 1:09:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1006.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1006.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1007 of 2020) |######### | Elapsed Time: 1:09:04 ETA: 1:04:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1007.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1007.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1008 of 2020) |######### | Elapsed Time: 1:09:08 ETA: 1:08:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1008.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1008.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1009 of 2020) |######### | Elapsed Time: 1:09:12 ETA: 1:07:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1009.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1009.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1010 of 2020) |########## | Elapsed Time: 1:09:15 ETA: 1:00:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1010.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1010.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1011 of 2020) |########## | Elapsed Time: 1:09:20 ETA: 1:09:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1011.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1011.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1012 of 2020) |########## | Elapsed Time: 1:09:24 ETA: 1:07:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1012.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1012.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1013 of 2020) |########## | Elapsed Time: 1:09:27 ETA: 1:01:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1013.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1013.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1014 of 2020) |########## | Elapsed Time: 1:09:31 ETA: 1:08:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1014.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1014.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1015 of 2020) |########## | Elapsed Time: 1:09:35 ETA: 1:00:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1015.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1015.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1016 of 2020) |########## | Elapsed Time: 1:09:39 ETA: 1:09:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1016.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1016.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1017 of 2020) |########## | Elapsed Time: 1:09:43 ETA: 1:06:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1017.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1017.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1018 of 2020) |########## | Elapsed Time: 1:09:47 ETA: 1:01:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1018.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1018.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1019 of 2020) |########## | Elapsed Time: 1:09:51 ETA: 1:07:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1019.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1019.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1020 of 2020) |########## | Elapsed Time: 1:09:55 ETA: 1:05:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1020.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1020.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1021 of 2020) |########## | Elapsed Time: 1:09:58 ETA: 1:00:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1021.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1021.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1022 of 2020) |########## | Elapsed Time: 1:10:02 ETA: 1:05:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1022.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1022.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1023 of 2020) |########## | Elapsed Time: 1:10:06 ETA: 0:59:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1023.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1023.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1024 of 2020) |########## | Elapsed Time: 1:10:10 ETA: 1:07:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1024.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1024.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1025 of 2020) |########## | Elapsed Time: 1:10:14 ETA: 1:04:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1025.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1025.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1026 of 2020) |########## | Elapsed Time: 1:10:17 ETA: 1:00:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1026.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1026.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1027 of 2020) |########## | Elapsed Time: 1:10:22 ETA: 1:10:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1027.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1027.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1028 of 2020) |########## | Elapsed Time: 1:10:25 ETA: 1:04:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1028.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1028.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1029 of 2020) |########## | Elapsed Time: 1:10:29 ETA: 1:03:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1029.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1029.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1030 of 2020) |########## | Elapsed Time: 1:10:33 ETA: 1:08:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1030.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1030.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1031 of 2020) |########## | Elapsed Time: 1:10:37 ETA: 1:01:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1031.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1031.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1032 of 2020) |########## | Elapsed Time: 1:10:41 ETA: 1:05:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1032.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1032.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1033 of 2020) |########## | Elapsed Time: 1:10:45 ETA: 1:04:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1033.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1033.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1034 of 2020) |########## | Elapsed Time: 1:10:49 ETA: 0:59:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1034.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1034.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1035 of 2020) |########## | Elapsed Time: 1:10:53 ETA: 1:07:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1035.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1035.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1036 of 2020) |########## | Elapsed Time: 1:10:57 ETA: 1:01:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1036.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1036.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1037 of 2020) |########## | Elapsed Time: 1:11:01 ETA: 1:06:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1037.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1037.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1038 of 2020) |########## | Elapsed Time: 1:11:05 ETA: 1:03:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1038.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1038.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1039 of 2020) |########## | Elapsed Time: 1:11:08 ETA: 0:59:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1039.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1039.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1040 of 2020) |########## | Elapsed Time: 1:11:12 ETA: 1:09:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1040.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1040.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1041 of 2020) |########## | Elapsed Time: 1:11:16 ETA: 1:03:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1041.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1041.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1042 of 2020) |########## | Elapsed Time: 1:11:20 ETA: 1:01:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1042.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1042.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1043 of 2020) |########## | Elapsed Time: 1:11:24 ETA: 1:08:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1043.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1043.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1044 of 2020) |########## | Elapsed Time: 1:11:28 ETA: 1:06:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1044.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1044.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1045 of 2020) |########## | Elapsed Time: 1:11:32 ETA: 0:57:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1045.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1045.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1046 of 2020) |########## | Elapsed Time: 1:11:36 ETA: 1:06:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1046.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1046.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1047 of 2020) |########## | Elapsed Time: 1:11:40 ETA: 1:04:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1047.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1047.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1048 of 2020) |########## | Elapsed Time: 1:11:44 ETA: 0:58:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1048.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1048.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1049 of 2020) |########## | Elapsed Time: 1:11:48 ETA: 1:06:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1049.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1049.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1050 of 2020) |########## | Elapsed Time: 1:11:52 ETA: 1:04:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1050.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1050.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1051 of 2020) |########## | Elapsed Time: 1:11:55 ETA: 1:00:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1051.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1051.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1052 of 2020) |########## | Elapsed Time: 1:12:00 ETA: 1:05:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1052.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1052.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1053 of 2020) |########## | Elapsed Time: 1:12:03 ETA: 1:03:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1053.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1053.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1054 of 2020) |########## | Elapsed Time: 1:12:07 ETA: 1:00:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1054.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1054.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1055 of 2020) |########## | Elapsed Time: 1:12:11 ETA: 1:05:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1055.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1055.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1056 of 2020) |########## | Elapsed Time: 1:12:15 ETA: 1:00:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1056.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1056.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1057 of 2020) |########## | Elapsed Time: 1:12:19 ETA: 1:05:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1057.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1057.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1058 of 2020) |########## | Elapsed Time: 1:12:23 ETA: 1:02:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1058.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1058.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1059 of 2020) |########## | Elapsed Time: 1:12:27 ETA: 0:57:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1059.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1059.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1060 of 2020) |########## | Elapsed Time: 1:12:31 ETA: 1:07:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1060.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1060.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1061 of 2020) |########## | Elapsed Time: 1:12:35 ETA: 1:04:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1061.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1061.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1062 of 2020) |########## | Elapsed Time: 1:12:38 ETA: 0:57:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1062.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1062.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1063 of 2020) |########## | Elapsed Time: 1:12:42 ETA: 1:04:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1063.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1063.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1064 of 2020) |########## | Elapsed Time: 1:12:46 ETA: 0:59:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1064.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1064.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1065 of 2020) |########## | Elapsed Time: 1:12:50 ETA: 1:02:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1065.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1065.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1066 of 2020) |########## | Elapsed Time: 1:12:54 ETA: 1:01:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1066.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1066.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1067 of 2020) |########## | Elapsed Time: 1:12:58 ETA: 0:59:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1067.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1067.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1068 of 2020) |########## | Elapsed Time: 1:13:02 ETA: 1:04:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1068.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1068.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1069 of 2020) |########## | Elapsed Time: 1:13:06 ETA: 1:02:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1069.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1069.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1070 of 2020) |########## | Elapsed Time: 1:13:09 ETA: 0:58:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1070.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1070.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1071 of 2020) |########## | Elapsed Time: 1:13:13 ETA: 1:02:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1071.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1071.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1072 of 2020) |########## | Elapsed Time: 1:13:17 ETA: 0:57:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1072.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1072.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1073 of 2020) |########## | Elapsed Time: 1:13:21 ETA: 1:05:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1073.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1073.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1074 of 2020) |########## | Elapsed Time: 1:13:25 ETA: 1:02:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1074.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1074.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1075 of 2020) |########## | Elapsed Time: 1:13:29 ETA: 0:58:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1075.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1075.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1076 of 2020) |########## | Elapsed Time: 1:13:33 ETA: 1:03:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1076.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1076.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1077 of 2020) |########## | Elapsed Time: 1:13:37 ETA: 1:01:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1077.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1077.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1078 of 2020) |########## | Elapsed Time: 1:13:41 ETA: 0:59:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1078.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1078.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1079 of 2020) |########## | Elapsed Time: 1:13:45 ETA: 1:02:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1079.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1079.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1080 of 2020) |########## | Elapsed Time: 1:13:48 ETA: 0:59:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1080.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1080.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1081 of 2020) |########## | Elapsed Time: 1:13:52 ETA: 1:02:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1081.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1081.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1082 of 2020) |########## | Elapsed Time: 1:13:56 ETA: 1:02:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1082.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1082.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1083 of 2020) |########## | Elapsed Time: 1:14:00 ETA: 0:57:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1083.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1083.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1084 of 2020) |########## | Elapsed Time: 1:14:04 ETA: 1:02:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1084.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1084.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1085 of 2020) |########## | Elapsed Time: 1:14:08 ETA: 1:02:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1085.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1085.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1086 of 2020) |########## | Elapsed Time: 1:14:12 ETA: 0:57:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1086.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1086.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1087 of 2020) |########## | Elapsed Time: 1:14:16 ETA: 1:07:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1087.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1087.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1088 of 2020) |########## | Elapsed Time: 1:14:20 ETA: 1:03:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1088.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1088.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1089 of 2020) |########## | Elapsed Time: 1:14:25 ETA: 1:08:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1089.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1089.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1090 of 2020) |########## | Elapsed Time: 1:14:29 ETA: 1:00:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1090.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1090.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1091 of 2020) |########## | Elapsed Time: 1:14:32 ETA: 0:57:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1091.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1091.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1092 of 2020) |########## | Elapsed Time: 1:14:36 ETA: 1:00:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1092.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1092.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1093 of 2020) |########## | Elapsed Time: 1:14:40 ETA: 0:59:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1093.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1093.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1094 of 2020) |########## | Elapsed Time: 1:14:44 ETA: 0:56:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1094.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1094.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1095 of 2020) |########## | Elapsed Time: 1:14:48 ETA: 1:00:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1095.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1095.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1096 of 2020) |########## | Elapsed Time: 1:14:51 ETA: 0:57:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1096.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1096.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1097 of 2020) |########## | Elapsed Time: 1:14:55 ETA: 1:01:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1097.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1097.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1098 of 2020) |########## | Elapsed Time: 1:14:59 ETA: 1:00:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1098.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1098.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1099 of 2020) |########## | Elapsed Time: 1:15:03 ETA: 0:57:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1099.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1099.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1100 of 2020) |########## | Elapsed Time: 1:15:07 ETA: 1:03:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1100.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1100.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1101 of 2020) |########## | Elapsed Time: 1:15:11 ETA: 0:58:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1101.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1101.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1102 of 2020) |########## | Elapsed Time: 1:15:15 ETA: 0:56:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1102.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1102.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1103 of 2020) |########## | Elapsed Time: 1:15:19 ETA: 1:03:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1103.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1103.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1104 of 2020) |########## | Elapsed Time: 1:15:23 ETA: 0:56:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1104.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1104.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1105 of 2020) |########## | Elapsed Time: 1:15:27 ETA: 1:04:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1105.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1105.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1106 of 2020) |########## | Elapsed Time: 1:15:31 ETA: 1:02:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1106.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1106.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1107 of 2020) |########## | Elapsed Time: 1:15:35 ETA: 0:54:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1107.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1107.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1108 of 2020) |########## | Elapsed Time: 1:15:38 ETA: 1:00:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1108.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1108.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1109 of 2020) |########## | Elapsed Time: 1:15:42 ETA: 1:00:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1109.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1109.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1110 of 2020) |########## | Elapsed Time: 1:15:46 ETA: 0:57:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1110.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1110.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1111 of 2020) |########### | Elapsed Time: 1:15:50 ETA: 1:00:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1111.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1111.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1112 of 2020) |########### | Elapsed Time: 1:15:54 ETA: 0:56:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1112.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1112.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1113 of 2020) |########### | Elapsed Time: 1:15:58 ETA: 1:02:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1113.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1113.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1114 of 2020) |########### | Elapsed Time: 1:16:02 ETA: 1:04:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1114.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1114.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1115 of 2020) |########### | Elapsed Time: 1:16:06 ETA: 1:01:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1115.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1115.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1116 of 2020) |########### | Elapsed Time: 1:16:11 ETA: 1:01:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1116.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1116.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1117 of 2020) |########### | Elapsed Time: 1:16:14 ETA: 0:59:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1117.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1117.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1118 of 2020) |########### | Elapsed Time: 1:16:18 ETA: 0:57:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1118.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1118.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1119 of 2020) |########### | Elapsed Time: 1:16:22 ETA: 1:01:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1119.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1119.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1120 of 2020) |########### | Elapsed Time: 1:16:26 ETA: 0:55:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1120.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1120.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1121 of 2020) |########### | Elapsed Time: 1:16:30 ETA: 1:02:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1121.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1121.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1122 of 2020) |########### | Elapsed Time: 1:16:34 ETA: 0:59:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1122.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1122.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1123 of 2020) |########### | Elapsed Time: 1:16:38 ETA: 1:00:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1123.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1123.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1124 of 2020) |########### | Elapsed Time: 1:16:42 ETA: 1:00:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1124.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1124.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1125 of 2020) |########### | Elapsed Time: 1:16:46 ETA: 0:59:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1125.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1125.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1126 of 2020) |########### | Elapsed Time: 1:16:50 ETA: 0:55:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1126.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1126.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1127 of 2020) |########### | Elapsed Time: 1:16:54 ETA: 0:59:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1127.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1127.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1128 of 2020) |########### | Elapsed Time: 1:16:58 ETA: 0:53:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1128.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1128.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1129 of 2020) |########### | Elapsed Time: 1:17:02 ETA: 1:02:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1129.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1129.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1130 of 2020) |########### | Elapsed Time: 1:17:06 ETA: 1:01:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1130.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1130.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1131 of 2020) |########### | Elapsed Time: 1:17:10 ETA: 0:53:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1131.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1131.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1132 of 2020) |########### | Elapsed Time: 1:17:14 ETA: 1:00:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1132.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1132.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1133 of 2020) |########### | Elapsed Time: 1:17:18 ETA: 1:01:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1133.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1133.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1134 of 2020) |########### | Elapsed Time: 1:17:22 ETA: 0:54:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1134.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1134.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1135 of 2020) |########### | Elapsed Time: 1:17:26 ETA: 0:59:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1135.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1135.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1136 of 2020) |########### | Elapsed Time: 1:17:29 ETA: 0:55:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1136.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1136.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1137 of 2020) |########### | Elapsed Time: 1:17:33 ETA: 0:58:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1137.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1137.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1138 of 2020) |########### | Elapsed Time: 1:17:37 ETA: 0:59:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1138.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1138.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1139 of 2020) |########### | Elapsed Time: 1:17:41 ETA: 0:53:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1139.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1139.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1140 of 2020) |########### | Elapsed Time: 1:17:45 ETA: 1:00:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1140.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1140.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1141 of 2020) |########### | Elapsed Time: 1:17:49 ETA: 0:58:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1141.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1141.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1142 of 2020) |########### | Elapsed Time: 1:17:53 ETA: 0:54:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1142.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1142.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1143 of 2020) |########### | Elapsed Time: 1:17:57 ETA: 1:00:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1143.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1143.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1144 of 2020) |########### | Elapsed Time: 1:18:01 ETA: 0:53:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1144.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1144.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1145 of 2020) |########### | Elapsed Time: 1:18:05 ETA: 0:59:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1145.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1145.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1146 of 2020) |########### | Elapsed Time: 1:18:09 ETA: 0:58:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1146.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1146.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1147 of 2020) |########### | Elapsed Time: 1:18:12 ETA: 0:51:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1147.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1147.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1148 of 2020) |########### | Elapsed Time: 1:18:16 ETA: 0:59:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1148.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1148.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1149 of 2020) |########### | Elapsed Time: 1:18:20 ETA: 0:55:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1149.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1149.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1150 of 2020) |########### | Elapsed Time: 1:18:24 ETA: 0:54:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1150.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1150.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1151 of 2020) |########### | Elapsed Time: 1:18:28 ETA: 1:02:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1151.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1151.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1152 of 2020) |########### | Elapsed Time: 1:18:32 ETA: 0:54:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1152.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1152.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1153 of 2020) |########### | Elapsed Time: 1:18:36 ETA: 0:57:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1153.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1153.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1154 of 2020) |########### | Elapsed Time: 1:18:40 ETA: 0:57:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1154.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1154.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1155 of 2020) |########### | Elapsed Time: 1:18:44 ETA: 0:53:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1155.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1155.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1156 of 2020) |########### | Elapsed Time: 1:18:48 ETA: 0:56:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1156.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1156.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1157 of 2020) |########### | Elapsed Time: 1:18:52 ETA: 0:58:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1157.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1157.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1158 of 2020) |########### | Elapsed Time: 1:18:56 ETA: 0:52:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1158.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1158.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1159 of 2020) |########### | Elapsed Time: 1:18:59 ETA: 0:56:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1159.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1159.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1160 of 2020) |########### | Elapsed Time: 1:19:03 ETA: 0:51:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1160.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1160.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1161 of 2020) |########### | Elapsed Time: 1:19:07 ETA: 0:59:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1161.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1161.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1162 of 2020) |########### | Elapsed Time: 1:19:11 ETA: 0:57:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1162.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1162.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1163 of 2020) |########### | Elapsed Time: 1:19:15 ETA: 0:51:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1163.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1163.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1164 of 2020) |########### | Elapsed Time: 1:19:19 ETA: 0:58:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1164.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1164.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1165 of 2020) |########### | Elapsed Time: 1:19:23 ETA: 0:58:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1165.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1165.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1166 of 2020) |########### | Elapsed Time: 1:19:27 ETA: 0:53:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1166.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1166.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1167 of 2020) |########### | Elapsed Time: 1:19:31 ETA: 0:56:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1167.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1167.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1168 of 2020) |########### | Elapsed Time: 1:19:34 ETA: 0:51:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1168.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1168.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1169 of 2020) |########### | Elapsed Time: 1:19:39 ETA: 1:01:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1169.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1169.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1170 of 2020) |########### | Elapsed Time: 1:19:43 ETA: 0:57:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1170.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1170.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1171 of 2020) |########### | Elapsed Time: 1:19:46 ETA: 0:50:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1171.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1171.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1172 of 2020) |########### | Elapsed Time: 1:19:50 ETA: 0:59:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1172.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1172.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1173 of 2020) |########### | Elapsed Time: 1:19:54 ETA: 0:54:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1173.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1173.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1174 of 2020) |########### | Elapsed Time: 1:19:58 ETA: 0:52:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1174.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1174.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1175 of 2020) |########### | Elapsed Time: 1:20:02 ETA: 0:57:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1175.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1175.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1176 of 2020) |########### | Elapsed Time: 1:20:06 ETA: 0:50:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1176.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1176.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1177 of 2020) |########### | Elapsed Time: 1:20:10 ETA: 0:57:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1177.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1177.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1178 of 2020) |########### | Elapsed Time: 1:20:14 ETA: 0:57:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1178.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1178.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1179 of 2020) |########### | Elapsed Time: 1:20:18 ETA: 0:52:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1179.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1179.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1180 of 2020) |########### | Elapsed Time: 1:20:22 ETA: 0:58:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1180.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1180.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1181 of 2020) |########### | Elapsed Time: 1:20:26 ETA: 0:57:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1181.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1181.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1182 of 2020) |########### | Elapsed Time: 1:20:30 ETA: 0:53:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1182.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1182.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1183 of 2020) |########### | Elapsed Time: 1:20:34 ETA: 0:57:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1183.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1183.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1184 of 2020) |########### | Elapsed Time: 1:20:38 ETA: 0:54:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1184.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1184.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1185 of 2020) |########### | Elapsed Time: 1:20:42 ETA: 0:57:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1185.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1185.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1186 of 2020) |########### | Elapsed Time: 1:20:46 ETA: 0:55:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1186.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1186.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1187 of 2020) |########### | Elapsed Time: 1:20:50 ETA: 0:53:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1187.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1187.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1188 of 2020) |########### | Elapsed Time: 1:20:54 ETA: 0:58:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1188.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1188.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1189 of 2020) |########### | Elapsed Time: 1:20:58 ETA: 0:51:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1189.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1189.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1190 of 2020) |########### | Elapsed Time: 1:21:02 ETA: 0:54:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1190.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1190.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1191 of 2020) |########### | Elapsed Time: 1:21:06 ETA: 0:55:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1191.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1191.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1192 of 2020) |########### | Elapsed Time: 1:21:09 ETA: 0:51:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1192.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1192.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1193 of 2020) |########### | Elapsed Time: 1:21:13 ETA: 0:54:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1193.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1193.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1194 of 2020) |########### | Elapsed Time: 1:21:17 ETA: 0:54:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1194.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1194.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1195 of 2020) |########### | Elapsed Time: 1:21:21 ETA: 0:49:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1195.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1195.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1196 of 2020) |########### | Elapsed Time: 1:21:25 ETA: 0:57:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1196.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1196.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1197 of 2020) |########### | Elapsed Time: 1:21:29 ETA: 0:54:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1197.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1197.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1198 of 2020) |########### | Elapsed Time: 1:21:33 ETA: 0:50:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1198.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1198.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1199 of 2020) |########### | Elapsed Time: 1:21:37 ETA: 0:54:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1199.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1199.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1200 of 2020) |########### | Elapsed Time: 1:21:40 ETA: 0:48:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1200.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1200.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1201 of 2020) |########### | Elapsed Time: 1:21:45 ETA: 1:00:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1201.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1201.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1202 of 2020) |########### | Elapsed Time: 1:21:48 ETA: 0:53:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1202.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1202.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1203 of 2020) |########### | Elapsed Time: 1:21:52 ETA: 0:50:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1203.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1203.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1204 of 2020) |########### | Elapsed Time: 1:21:56 ETA: 0:56:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1204.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1204.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1205 of 2020) |########### | Elapsed Time: 1:22:01 ETA: 0:56:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1205.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1205.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1206 of 2020) |########### | Elapsed Time: 1:22:04 ETA: 0:51:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1206.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1206.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1207 of 2020) |########### | Elapsed Time: 1:22:08 ETA: 0:56:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1207.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1207.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1208 of 2020) |########### | Elapsed Time: 1:22:12 ETA: 0:52:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1208.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1208.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1209 of 2020) |########### | Elapsed Time: 1:22:16 ETA: 0:53:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1209.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1209.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1210 of 2020) |########### | Elapsed Time: 1:22:20 ETA: 0:51:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1210.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1210.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1211 of 2020) |########### | Elapsed Time: 1:22:24 ETA: 0:47:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1211.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1211.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1212 of 2020) |############ | Elapsed Time: 1:22:28 ETA: 0:54:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1212.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1212.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1213 of 2020) |############ | Elapsed Time: 1:22:32 ETA: 0:53:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1213.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1213.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1214 of 2020) |############ | Elapsed Time: 1:22:35 ETA: 0:49:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1214.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1214.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1215 of 2020) |############ | Elapsed Time: 1:22:39 ETA: 0:54:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1215.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1215.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1216 of 2020) |############ | Elapsed Time: 1:22:43 ETA: 0:50:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1216.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1216.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1217 of 2020) |############ | Elapsed Time: 1:22:47 ETA: 0:54:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1217.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1217.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1218 of 2020) |############ | Elapsed Time: 1:22:51 ETA: 0:53:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1218.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1218.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1219 of 2020) |############ | Elapsed Time: 1:22:55 ETA: 0:48:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1219.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1219.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1220 of 2020) |############ | Elapsed Time: 1:22:59 ETA: 0:53:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1220.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1220.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1221 of 2020) |############ | Elapsed Time: 1:23:03 ETA: 0:51:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1221.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1221.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1222 of 2020) |############ | Elapsed Time: 1:23:07 ETA: 0:51:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1222.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1222.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1223 of 2020) |############ | Elapsed Time: 1:23:11 ETA: 0:56:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1223.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1223.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1224 of 2020) |############ | Elapsed Time: 1:23:15 ETA: 0:49:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1224.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1224.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1225 of 2020) |############ | Elapsed Time: 1:23:19 ETA: 0:53:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1225.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1225.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1226 of 2020) |############ | Elapsed Time: 1:23:23 ETA: 0:53:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1226.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1226.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1227 of 2020) |############ | Elapsed Time: 1:23:27 ETA: 0:49:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1227.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1227.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1228 of 2020) |############ | Elapsed Time: 1:23:30 ETA: 0:51:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1228.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1228.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1229 of 2020) |############ | Elapsed Time: 1:23:34 ETA: 0:51:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1229.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1229.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1230 of 2020) |############ | Elapsed Time: 1:23:38 ETA: 0:48:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1230.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1230.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1231 of 2020) |############ | Elapsed Time: 1:23:42 ETA: 0:51:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1231.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1231.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1232 of 2020) |############ | Elapsed Time: 1:23:46 ETA: 0:46:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1232.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1232.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1233 of 2020) |############ | Elapsed Time: 1:23:50 ETA: 0:54:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1233.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1233.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1234 of 2020) |############ | Elapsed Time: 1:23:54 ETA: 0:50:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1234.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1234.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1235 of 2020) |############ | Elapsed Time: 1:23:57 ETA: 0:47:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1235.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1235.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1236 of 2020) |############ | Elapsed Time: 1:24:01 ETA: 0:52:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1236.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1236.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1237 of 2020) |############ | Elapsed Time: 1:24:05 ETA: 0:51:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1237.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1237.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1238 of 2020) |############ | Elapsed Time: 1:24:09 ETA: 0:47:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1238.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1238.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1239 of 2020) |############ | Elapsed Time: 1:24:13 ETA: 0:52:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1239.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1239.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1240 of 2020) |############ | Elapsed Time: 1:24:17 ETA: 0:48:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1240.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1240.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1241 of 2020) |############ | Elapsed Time: 1:24:20 ETA: 0:49:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1241.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1241.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1242 of 2020) |############ | Elapsed Time: 1:24:24 ETA: 0:49:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1242.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1242.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1243 of 2020) |############ | Elapsed Time: 1:24:28 ETA: 0:47:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1243.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1243.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1244 of 2020) |############ | Elapsed Time: 1:24:32 ETA: 0:54:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1244.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1244.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1245 of 2020) |############ | Elapsed Time: 1:24:36 ETA: 0:51:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1245.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1245.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1246 of 2020) |############ | Elapsed Time: 1:24:40 ETA: 0:49:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1246.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1246.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1247 of 2020) |############ | Elapsed Time: 1:24:44 ETA: 0:53:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1247.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1247.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1248 of 2020) |############ | Elapsed Time: 1:24:48 ETA: 0:47:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1248.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1248.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1249 of 2020) |############ | Elapsed Time: 1:24:52 ETA: 0:51:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1249.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1249.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1250 of 2020) |############ | Elapsed Time: 1:24:56 ETA: 0:51:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1250.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1250.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1251 of 2020) |############ | Elapsed Time: 1:24:59 ETA: 0:46:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1251.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1251.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1252 of 2020) |############ | Elapsed Time: 1:25:03 ETA: 0:52:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1252.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1252.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1253 of 2020) |############ | Elapsed Time: 1:25:07 ETA: 0:50:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1253.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1253.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1254 of 2020) |############ | Elapsed Time: 1:25:11 ETA: 0:48:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1254.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1254.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1255 of 2020) |############ | Elapsed Time: 1:25:15 ETA: 0:50:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1255.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1255.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1256 of 2020) |############ | Elapsed Time: 1:25:19 ETA: 0:46:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1256.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1256.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1257 of 2020) |############ | Elapsed Time: 1:25:23 ETA: 0:51:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1257.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1257.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1258 of 2020) |############ | Elapsed Time: 1:25:27 ETA: 0:51:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1258.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1258.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1259 of 2020) |############ | Elapsed Time: 1:25:31 ETA: 0:45:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1259.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1259.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1260 of 2020) |############ | Elapsed Time: 1:25:35 ETA: 0:56:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1260.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1260.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1261 of 2020) |############ | Elapsed Time: 1:25:39 ETA: 0:50:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1261.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1261.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1262 of 2020) |############ | Elapsed Time: 1:25:43 ETA: 0:46:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1262.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1262.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1263 of 2020) |############ | Elapsed Time: 1:25:47 ETA: 0:48:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1263.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1263.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1264 of 2020) |############ | Elapsed Time: 1:25:50 ETA: 0:45:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1264.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1264.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1265 of 2020) |############ | Elapsed Time: 1:25:54 ETA: 0:51:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1265.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1265.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1266 of 2020) |############ | Elapsed Time: 1:25:58 ETA: 0:51:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1266.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1266.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1267 of 2020) |############ | Elapsed Time: 1:26:02 ETA: 0:45:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1267.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1267.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1268 of 2020) |############ | Elapsed Time: 1:26:06 ETA: 0:52:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1268.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1268.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1269 of 2020) |############ | Elapsed Time: 1:26:10 ETA: 0:51:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1269.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1269.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1270 of 2020) |############ | Elapsed Time: 1:26:14 ETA: 0:45:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1270.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1270.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1271 of 2020) |############ | Elapsed Time: 1:26:18 ETA: 0:50:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1271.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1271.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1272 of 2020) |############ | Elapsed Time: 1:26:22 ETA: 0:44:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1272.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1272.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1273 of 2020) |############ | Elapsed Time: 1:26:26 ETA: 0:50:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1273.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1273.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1274 of 2020) |############ | Elapsed Time: 1:26:29 ETA: 0:47:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1274.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1274.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1275 of 2020) |############ | Elapsed Time: 1:26:33 ETA: 0:45:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1275.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1275.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1276 of 2020) |############ | Elapsed Time: 1:26:37 ETA: 0:47:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1276.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1276.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1277 of 2020) |############ | Elapsed Time: 1:26:41 ETA: 0:50:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1277.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1277.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1278 of 2020) |############ | Elapsed Time: 1:26:44 ETA: 0:44:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1278.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1278.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1279 of 2020) |############ | Elapsed Time: 1:26:48 ETA: 0:49:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1279.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1279.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1280 of 2020) |############ | Elapsed Time: 1:26:52 ETA: 0:49:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1280.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1280.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1281 of 2020) |############ | Elapsed Time: 1:26:56 ETA: 0:47:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1281.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1281.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1282 of 2020) |############ | Elapsed Time: 1:27:00 ETA: 0:50:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1282.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1282.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1283 of 2020) |############ | Elapsed Time: 1:27:05 ETA: 0:50:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1283.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1283.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1284 of 2020) |############ | Elapsed Time: 1:27:08 ETA: 0:45:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1284.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1284.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1285 of 2020) |############ | Elapsed Time: 1:27:12 ETA: 0:51:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1285.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1285.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1286 of 2020) |############ | Elapsed Time: 1:27:16 ETA: 0:48:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1286.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1286.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1287 of 2020) |############ | Elapsed Time: 1:27:20 ETA: 0:45:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1287.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1287.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1288 of 2020) |############ | Elapsed Time: 1:27:24 ETA: 0:49:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1288.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1288.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1289 of 2020) |############ | Elapsed Time: 1:27:28 ETA: 0:44:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1289.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1289.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1290 of 2020) |############ | Elapsed Time: 1:27:32 ETA: 0:48:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1290.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1290.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1291 of 2020) |############ | Elapsed Time: 1:27:36 ETA: 0:49:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1291.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1291.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1292 of 2020) |############ | Elapsed Time: 1:27:39 ETA: 0:43:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1292.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1292.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1293 of 2020) |############ | Elapsed Time: 1:27:43 ETA: 0:46:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1293.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1293.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1294 of 2020) |############ | Elapsed Time: 1:27:47 ETA: 0:48:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1294.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1294.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1295 of 2020) |############ | Elapsed Time: 1:27:51 ETA: 0:45:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1295.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1295.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1296 of 2020) |############ | Elapsed Time: 1:27:55 ETA: 0:49:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1296.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1296.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1297 of 2020) |############ | Elapsed Time: 1:27:59 ETA: 0:43:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1297.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1297.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1298 of 2020) |############ | Elapsed Time: 1:28:03 ETA: 0:50:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1298.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1298.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1299 of 2020) |############ | Elapsed Time: 1:28:07 ETA: 0:47:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1299.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1299.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1300 of 2020) |############ | Elapsed Time: 1:28:11 ETA: 0:45:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1300.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1300.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1301 of 2020) |############ | Elapsed Time: 1:28:15 ETA: 0:47:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1301.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1301.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1302 of 2020) |############ | Elapsed Time: 1:28:18 ETA: 0:46:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1302.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1302.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1303 of 2020) |############ | Elapsed Time: 1:28:22 ETA: 0:45:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1303.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1303.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1304 of 2020) |############ | Elapsed Time: 1:28:26 ETA: 0:47:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1304.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1304.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1305 of 2020) |############ | Elapsed Time: 1:28:30 ETA: 0:44:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1305.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1305.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1306 of 2020) |############ | Elapsed Time: 1:28:34 ETA: 0:47:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1306.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1306.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1307 of 2020) |############ | Elapsed Time: 1:28:38 ETA: 0:48:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1307.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1307.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1308 of 2020) |############ | Elapsed Time: 1:28:42 ETA: 0:42:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1308.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1308.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1309 of 2020) |############ | Elapsed Time: 1:28:46 ETA: 0:47:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1309.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1309.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1310 of 2020) |############ | Elapsed Time: 1:28:49 ETA: 0:44:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1310.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1310.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1311 of 2020) |############ | Elapsed Time: 1:28:53 ETA: 0:42:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1311.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1311.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1312 of 2020) |############ | Elapsed Time: 1:28:57 ETA: 0:49:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1312.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1312.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1313 of 2020) |############# | Elapsed Time: 1:29:01 ETA: 0:41:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1313.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1313.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1314 of 2020) |############# | Elapsed Time: 1:29:05 ETA: 0:47:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1314.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1314.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1315 of 2020) |############# | Elapsed Time: 1:29:09 ETA: 0:45:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1315.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1315.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1316 of 2020) |############# | Elapsed Time: 1:29:12 ETA: 0:43:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1316.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1316.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1317 of 2020) |############# | Elapsed Time: 1:29:16 ETA: 0:46:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1317.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1317.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1318 of 2020) |############# | Elapsed Time: 1:29:20 ETA: 0:42:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1318.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1318.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1319 of 2020) |############# | Elapsed Time: 1:29:24 ETA: 0:47:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1319.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1319.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1320 of 2020) |############# | Elapsed Time: 1:29:28 ETA: 0:47:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1320.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1320.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1321 of 2020) |############# | Elapsed Time: 1:29:32 ETA: 0:42:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1321.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1321.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1322 of 2020) |############# | Elapsed Time: 1:29:36 ETA: 0:47:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1322.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1322.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1323 of 2020) |############# | Elapsed Time: 1:29:40 ETA: 0:46:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1323.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1323.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1324 of 2020) |############# | Elapsed Time: 1:29:44 ETA: 0:43:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1324.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1324.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1325 of 2020) |############# | Elapsed Time: 1:29:48 ETA: 0:53:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1325.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1325.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1326 of 2020) |############# | Elapsed Time: 1:29:52 ETA: 0:46:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1326.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1326.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1327 of 2020) |############# | Elapsed Time: 1:29:56 ETA: 0:41:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1327.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1327.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1328 of 2020) |############# | Elapsed Time: 1:30:00 ETA: 0:47:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1328.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1328.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1329 of 2020) |############# | Elapsed Time: 1:30:04 ETA: 0:47:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1329.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1329.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1330 of 2020) |############# | Elapsed Time: 1:30:08 ETA: 0:42:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1330.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1330.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1331 of 2020) |############# | Elapsed Time: 1:30:12 ETA: 0:47:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1331.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1331.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1332 of 2020) |############# | Elapsed Time: 1:30:16 ETA: 0:45:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1332.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1332.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1333 of 2020) |############# | Elapsed Time: 1:30:19 ETA: 0:40:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1333.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1333.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1334 of 2020) |############# | Elapsed Time: 1:30:24 ETA: 0:51:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1334.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1334.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1335 of 2020) |############# | Elapsed Time: 1:30:28 ETA: 0:44:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1335.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1335.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1336 of 2020) |############# | Elapsed Time: 1:30:32 ETA: 0:42:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1336.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1336.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1337 of 2020) |############# | Elapsed Time: 1:30:36 ETA: 0:46:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1337.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1337.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1338 of 2020) |############# | Elapsed Time: 1:30:39 ETA: 0:41:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1338.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1338.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1339 of 2020) |############# | Elapsed Time: 1:30:43 ETA: 0:45:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1339.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1339.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1340 of 2020) |############# | Elapsed Time: 1:30:47 ETA: 0:44:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1340.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1340.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1341 of 2020) |############# | Elapsed Time: 1:30:51 ETA: 0:39:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1341.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1341.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1342 of 2020) |############# | Elapsed Time: 1:30:55 ETA: 0:45:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1342.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1342.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1343 of 2020) |############# | Elapsed Time: 1:30:59 ETA: 0:44:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1343.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1343.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1344 of 2020) |############# | Elapsed Time: 1:31:02 ETA: 0:40:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1344.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1344.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1345 of 2020) |############# | Elapsed Time: 1:31:06 ETA: 0:46:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1345.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1345.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1346 of 2020) |############# | Elapsed Time: 1:31:10 ETA: 0:40:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1346.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1346.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1347 of 2020) |############# | Elapsed Time: 1:31:14 ETA: 0:49:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1347.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1347.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1348 of 2020) |############# | Elapsed Time: 1:31:18 ETA: 0:44:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1348.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1348.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1349 of 2020) |############# | Elapsed Time: 1:31:22 ETA: 0:41:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1349.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1349.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1350 of 2020) |############# | Elapsed Time: 1:31:26 ETA: 0:47:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1350.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1350.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1351 of 2020) |############# | Elapsed Time: 1:31:30 ETA: 0:43:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1351.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1351.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1352 of 2020) |############# | Elapsed Time: 1:31:34 ETA: 0:41:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1352.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1352.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1353 of 2020) |############# | Elapsed Time: 1:31:38 ETA: 0:45:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1353.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1353.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1354 of 2020) |############# | Elapsed Time: 1:31:42 ETA: 0:42:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1354.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1354.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1355 of 2020) |############# | Elapsed Time: 1:31:46 ETA: 0:45:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1355.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1355.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1356 of 2020) |############# | Elapsed Time: 1:31:50 ETA: 0:44:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1356.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1356.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1357 of 2020) |############# | Elapsed Time: 1:31:54 ETA: 0:39:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1357.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1357.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1358 of 2020) |############# | Elapsed Time: 1:31:58 ETA: 0:47:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1358.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1358.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1359 of 2020) |############# | Elapsed Time: 1:32:02 ETA: 0:44:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1359.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1359.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1360 of 2020) |############# | Elapsed Time: 1:32:06 ETA: 0:43:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1360.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1360.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1361 of 2020) |############# | Elapsed Time: 1:32:10 ETA: 0:44:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1361.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1361.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1362 of 2020) |############# | Elapsed Time: 1:32:14 ETA: 0:39:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1362.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1362.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1363 of 2020) |############# | Elapsed Time: 1:32:18 ETA: 0:43:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1363.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1363.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1364 of 2020) |############# | Elapsed Time: 1:32:21 ETA: 0:42:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1364.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1364.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1365 of 2020) |############# | Elapsed Time: 1:32:25 ETA: 0:41:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1365.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1365.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1366 of 2020) |############# | Elapsed Time: 1:32:29 ETA: 0:45:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1366.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1366.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1367 of 2020) |############# | Elapsed Time: 1:32:33 ETA: 0:43:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1367.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1367.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1368 of 2020) |############# | Elapsed Time: 1:32:37 ETA: 0:39:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1368.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1368.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1369 of 2020) |############# | Elapsed Time: 1:32:41 ETA: 0:45:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1369.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1369.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1370 of 2020) |############# | Elapsed Time: 1:32:45 ETA: 0:40:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1370.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1370.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1371 of 2020) |############# | Elapsed Time: 1:32:49 ETA: 0:46:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1371.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1371.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1372 of 2020) |############# | Elapsed Time: 1:32:53 ETA: 0:41:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1372.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1372.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1373 of 2020) |############# | Elapsed Time: 1:32:57 ETA: 0:38:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1373.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1373.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1374 of 2020) |############# | Elapsed Time: 1:33:01 ETA: 0:43:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1374.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1374.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1375 of 2020) |############# | Elapsed Time: 1:33:05 ETA: 0:44:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1375.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1375.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1376 of 2020) |############# | Elapsed Time: 1:33:09 ETA: 0:39:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1376.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1376.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1377 of 2020) |############# | Elapsed Time: 1:33:13 ETA: 0:44:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1377.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1377.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1378 of 2020) |############# | Elapsed Time: 1:33:17 ETA: 0:41:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1378.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1378.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1379 of 2020) |############# | Elapsed Time: 1:33:21 ETA: 0:41:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1379.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1379.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1380 of 2020) |############# | Elapsed Time: 1:33:25 ETA: 0:46:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1380.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1380.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1381 of 2020) |############# | Elapsed Time: 1:33:29 ETA: 0:40:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1381.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1381.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1382 of 2020) |############# | Elapsed Time: 1:33:33 ETA: 0:47:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1382.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1382.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1383 of 2020) |############# | Elapsed Time: 1:33:37 ETA: 0:42:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1383.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1383.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1384 of 2020) |############# | Elapsed Time: 1:33:41 ETA: 0:39:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1384.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1384.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1385 of 2020) |############# | Elapsed Time: 1:33:45 ETA: 0:42:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1385.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1385.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1386 of 2020) |############# | Elapsed Time: 1:33:49 ETA: 0:39:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1386.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1386.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1387 of 2020) |############# | Elapsed Time: 1:33:53 ETA: 0:42:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1387.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1387.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1388 of 2020) |############# | Elapsed Time: 1:33:57 ETA: 0:42:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1388.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1388.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1389 of 2020) |############# | Elapsed Time: 1:34:01 ETA: 0:39:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1389.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1389.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1390 of 2020) |############# | Elapsed Time: 1:34:05 ETA: 0:42:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1390.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1390.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1391 of 2020) |############# | Elapsed Time: 1:34:09 ETA: 0:43:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1391.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1391.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1392 of 2020) |############# | Elapsed Time: 1:34:13 ETA: 0:39:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1392.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1392.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1393 of 2020) |############# | Elapsed Time: 1:34:17 ETA: 0:43:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1393.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1393.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1394 of 2020) |############# | Elapsed Time: 1:34:20 ETA: 0:37:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1394.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1394.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1395 of 2020) |############# | Elapsed Time: 1:34:24 ETA: 0:41:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1395.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1395.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1396 of 2020) |############# | Elapsed Time: 1:34:28 ETA: 0:42:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1396.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1396.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1397 of 2020) |############# | Elapsed Time: 1:34:32 ETA: 0:38:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1397.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1397.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1398 of 2020) |############# | Elapsed Time: 1:34:36 ETA: 0:41:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1398.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1398.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1399 of 2020) |############# | Elapsed Time: 1:34:40 ETA: 0:40:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1399.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1399.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1400 of 2020) |############# | Elapsed Time: 1:34:44 ETA: 0:38:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1400.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1400.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1401 of 2020) |############# | Elapsed Time: 1:34:48 ETA: 0:42:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1401.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1401.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1402 of 2020) |############# | Elapsed Time: 1:34:52 ETA: 0:37:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1402.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1402.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1403 of 2020) |############# | Elapsed Time: 1:34:56 ETA: 0:42:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1403.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1403.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1404 of 2020) |############# | Elapsed Time: 1:34:59 ETA: 0:39:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1404.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1404.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1405 of 2020) |############# | Elapsed Time: 1:35:03 ETA: 0:38:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1405.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1405.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1406 of 2020) |############# | Elapsed Time: 1:35:07 ETA: 0:42:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1406.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1406.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1407 of 2020) |############# | Elapsed Time: 1:35:11 ETA: 0:41:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1407.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1407.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1408 of 2020) |############# | Elapsed Time: 1:35:15 ETA: 0:38:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1408.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1408.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1409 of 2020) |############# | Elapsed Time: 1:35:19 ETA: 0:40:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1409.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1409.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1410 of 2020) |############# | Elapsed Time: 1:35:23 ETA: 0:35:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1410.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1410.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1411 of 2020) |############# | Elapsed Time: 1:35:27 ETA: 0:39:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1411.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1411.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1412 of 2020) |############# | Elapsed Time: 1:35:30 ETA: 0:39:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1412.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1412.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1413 of 2020) |############# | Elapsed Time: 1:35:34 ETA: 0:37:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1413.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1413.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1414 of 2020) |############## | Elapsed Time: 1:35:38 ETA: 0:40:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1414.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1414.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1415 of 2020) |############## | Elapsed Time: 1:35:42 ETA: 0:41:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1415.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1415.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1416 of 2020) |############## | Elapsed Time: 1:35:46 ETA: 0:36:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1416.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1416.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1417 of 2020) |############## | Elapsed Time: 1:35:50 ETA: 0:41:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1417.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1417.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1418 of 2020) |############## | Elapsed Time: 1:35:54 ETA: 0:38:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1418.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1418.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1419 of 2020) |############## | Elapsed Time: 1:35:58 ETA: 0:39:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1419.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1419.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1420 of 2020) |############## | Elapsed Time: 1:36:02 ETA: 0:39:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1420.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1420.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1421 of 2020) |############## | Elapsed Time: 1:36:05 ETA: 0:37:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1421.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1421.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1422 of 2020) |############## | Elapsed Time: 1:36:09 ETA: 0:40:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1422.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1422.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1423 of 2020) |############## | Elapsed Time: 1:36:13 ETA: 0:38:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1423.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1423.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1424 of 2020) |############## | Elapsed Time: 1:36:17 ETA: 0:38:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1424.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1424.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1425 of 2020) |############## | Elapsed Time: 1:36:21 ETA: 0:40:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1425.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1425.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1426 of 2020) |############## | Elapsed Time: 1:36:25 ETA: 0:35:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1426.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1426.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1427 of 2020) |############## | Elapsed Time: 1:36:29 ETA: 0:38:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1427.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1427.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1428 of 2020) |############## | Elapsed Time: 1:36:33 ETA: 0:39:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1428.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1428.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1429 of 2020) |############## | Elapsed Time: 1:36:36 ETA: 0:35:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1429.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1429.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1430 of 2020) |############## | Elapsed Time: 1:36:40 ETA: 0:41:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1430.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1430.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1431 of 2020) |############## | Elapsed Time: 1:36:44 ETA: 0:38:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1431.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1431.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1432 of 2020) |############## | Elapsed Time: 1:36:48 ETA: 0:36:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1432.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1432.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1433 of 2020) |############## | Elapsed Time: 1:36:52 ETA: 0:39:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1433.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1433.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1434 of 2020) |############## | Elapsed Time: 1:36:56 ETA: 0:38:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1434.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1434.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1435 of 2020) |############## | Elapsed Time: 1:37:00 ETA: 0:39:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1435.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1435.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1436 of 2020) |############## | Elapsed Time: 1:37:04 ETA: 0:37:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1436.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1436.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1437 of 2020) |############## | Elapsed Time: 1:37:08 ETA: 0:35:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1437.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1437.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1438 of 2020) |############## | Elapsed Time: 1:37:12 ETA: 0:38:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1438.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1438.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1439 of 2020) |############## | Elapsed Time: 1:37:15 ETA: 0:37:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1439.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1439.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1440 of 2020) |############## | Elapsed Time: 1:37:19 ETA: 0:35:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1440.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1440.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1441 of 2020) |############## | Elapsed Time: 1:37:23 ETA: 0:37:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1441.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1441.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1442 of 2020) |############## | Elapsed Time: 1:37:27 ETA: 0:34:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1442.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1442.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1443 of 2020) |############## | Elapsed Time: 1:37:31 ETA: 0:39:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1443.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1443.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1444 of 2020) |############## | Elapsed Time: 1:37:35 ETA: 0:36:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1444.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1444.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1445 of 2020) |############## | Elapsed Time: 1:37:39 ETA: 0:38:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1445.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1445.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1446 of 2020) |############## | Elapsed Time: 1:37:43 ETA: 0:39:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1446.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1446.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1447 of 2020) |############## | Elapsed Time: 1:37:47 ETA: 0:37:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1447.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1447.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1448 of 2020) |############## | Elapsed Time: 1:37:50 ETA: 0:35:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1448.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1448.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1449 of 2020) |############## | Elapsed Time: 1:37:55 ETA: 0:40:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1449.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1449.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1450 of 2020) |############## | Elapsed Time: 1:37:59 ETA: 0:37:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1450.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1450.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1451 of 2020) |############## | Elapsed Time: 1:38:02 ETA: 0:34:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1451.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1451.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1452 of 2020) |############## | Elapsed Time: 1:38:06 ETA: 0:38:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1452.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1452.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1453 of 2020) |############## | Elapsed Time: 1:38:10 ETA: 0:38:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1453.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1453.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1454 of 2020) |############## | Elapsed Time: 1:38:14 ETA: 0:34:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1454.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1454.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1455 of 2020) |############## | Elapsed Time: 1:38:18 ETA: 0:38:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1455.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1455.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1456 of 2020) |############## | Elapsed Time: 1:38:22 ETA: 0:37:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1456.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1456.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1457 of 2020) |############## | Elapsed Time: 1:38:26 ETA: 0:35:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1457.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1457.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1458 of 2020) |############## | Elapsed Time: 1:38:30 ETA: 0:38:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1458.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1458.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1459 of 2020) |############## | Elapsed Time: 1:38:34 ETA: 0:32:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1459.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1459.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1460 of 2020) |############## | Elapsed Time: 1:38:38 ETA: 0:39:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1460.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1460.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1461 of 2020) |############## | Elapsed Time: 1:38:42 ETA: 0:37:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1461.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1461.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1462 of 2020) |############## | Elapsed Time: 1:38:46 ETA: 0:34:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1462.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1462.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1463 of 2020) |############## | Elapsed Time: 1:38:49 ETA: 0:35:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1463.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1463.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1464 of 2020) |############## | Elapsed Time: 1:38:53 ETA: 0:36:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1464.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1464.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1465 of 2020) |############## | Elapsed Time: 1:38:57 ETA: 0:34:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1465.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1465.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1466 of 2020) |############## | Elapsed Time: 1:39:01 ETA: 0:38:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1466.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1466.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1467 of 2020) |############## | Elapsed Time: 1:39:05 ETA: 0:34:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1467.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1467.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1468 of 2020) |############## | Elapsed Time: 1:39:09 ETA: 0:36:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1468.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1468.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1469 of 2020) |############## | Elapsed Time: 1:39:13 ETA: 0:35:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1469.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1469.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1470 of 2020) |############## | Elapsed Time: 1:39:16 ETA: 0:33:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1470.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1470.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1471 of 2020) |############## | Elapsed Time: 1:39:21 ETA: 0:37:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1471.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1471.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1472 of 2020) |############## | Elapsed Time: 1:39:24 ETA: 0:34:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1472.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1472.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1473 of 2020) |############## | Elapsed Time: 1:39:28 ETA: 0:36:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1473.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1473.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1474 of 2020) |############## | Elapsed Time: 1:39:32 ETA: 0:36:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1474.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1474.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1475 of 2020) |############## | Elapsed Time: 1:39:36 ETA: 0:32:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1475.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1475.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1476 of 2020) |############## | Elapsed Time: 1:39:40 ETA: 0:35:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1476.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1476.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1477 of 2020) |############## | Elapsed Time: 1:39:44 ETA: 0:34:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1477.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1477.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1478 of 2020) |############## | Elapsed Time: 1:39:47 ETA: 0:31:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1478.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1478.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1479 of 2020) |############## | Elapsed Time: 1:39:51 ETA: 0:36:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1479.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1479.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1480 of 2020) |############## | Elapsed Time: 1:39:55 ETA: 0:35:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1480.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1480.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1481 of 2020) |############## | Elapsed Time: 1:39:59 ETA: 0:32:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1481.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1481.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1482 of 2020) |############## | Elapsed Time: 1:40:03 ETA: 0:34:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1482.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1482.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1483 of 2020) |############## | Elapsed Time: 1:40:07 ETA: 0:34:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1483.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1483.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1484 of 2020) |############## | Elapsed Time: 1:40:10 ETA: 0:33:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1484.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1484.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1485 of 2020) |############## | Elapsed Time: 1:40:14 ETA: 0:36:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1485.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1485.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1486 of 2020) |############## | Elapsed Time: 1:40:18 ETA: 0:35:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1486.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1486.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1487 of 2020) |############## | Elapsed Time: 1:40:22 ETA: 0:30:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1487.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1487.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1488 of 2020) |############## | Elapsed Time: 1:40:26 ETA: 0:35:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1488.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1488.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1489 of 2020) |############## | Elapsed Time: 1:40:30 ETA: 0:34:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1489.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1489.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1490 of 2020) |############## | Elapsed Time: 1:40:33 ETA: 0:32:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1490.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1490.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1491 of 2020) |############## | Elapsed Time: 1:40:38 ETA: 0:35:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1491.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1491.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1492 of 2020) |############## | Elapsed Time: 1:40:41 ETA: 0:32:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1492.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1492.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1493 of 2020) |############## | Elapsed Time: 1:40:45 ETA: 0:36:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1493.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1493.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1494 of 2020) |############## | Elapsed Time: 1:40:49 ETA: 0:35:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1494.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1494.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1495 of 2020) |############## | Elapsed Time: 1:40:53 ETA: 0:33:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1495.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1495.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1496 of 2020) |############## | Elapsed Time: 1:40:57 ETA: 0:35:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1496.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1496.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1497 of 2020) |############## | Elapsed Time: 1:41:01 ETA: 0:34:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1497.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1497.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1498 of 2020) |############## | Elapsed Time: 1:41:05 ETA: 0:30:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1498.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1498.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1499 of 2020) |############## | Elapsed Time: 1:41:09 ETA: 0:36:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1499.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1499.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:35 ETA: 00:00:00
Total test loss: 3.2723936538696288 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1500.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1500.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1501 of 2020) |############## | Elapsed Time: 1:42:52 ETA: 14:18:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1501.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1501.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1502 of 2020) |############## | Elapsed Time: 1:42:56 ETA: 0:30:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1502.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1502.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1503 of 2020) |############## | Elapsed Time: 1:43:00 ETA: 0:34:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1503.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1503.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1504 of 2020) |############## | Elapsed Time: 1:43:04 ETA: 0:33:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1504.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1504.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1505 of 2020) |############## | Elapsed Time: 1:43:08 ETA: 0:36:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1505.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1505.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1506 of 2020) |############## | Elapsed Time: 1:43:12 ETA: 0:38:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1506.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1506.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1507 of 2020) |############## | Elapsed Time: 1:43:16 ETA: 0:35:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1507.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1507.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1508 of 2020) |############## | Elapsed Time: 1:43:20 ETA: 0:34:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1508.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1508.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1509 of 2020) |############## | Elapsed Time: 1:43:24 ETA: 0:33:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1509.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1509.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1510 of 2020) |############## | Elapsed Time: 1:43:28 ETA: 0:30:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1510.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1510.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1511 of 2020) |############## | Elapsed Time: 1:43:32 ETA: 0:33:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1511.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1511.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1512 of 2020) |############## | Elapsed Time: 1:43:36 ETA: 0:35:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1512.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1512.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1513 of 2020) |############## | Elapsed Time: 1:43:40 ETA: 0:30:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1513.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1513.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1514 of 2020) |############## | Elapsed Time: 1:43:44 ETA: 0:34:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1514.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1514.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1515 of 2020) |############### | Elapsed Time: 1:43:48 ETA: 0:32:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1515.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1515.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1516 of 2020) |############### | Elapsed Time: 1:43:51 ETA: 0:30:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1516.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1516.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1517 of 2020) |############### | Elapsed Time: 1:43:56 ETA: 0:35:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1517.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1517.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1518 of 2020) |############### | Elapsed Time: 1:44:00 ETA: 0:33:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1518.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1518.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1519 of 2020) |############### | Elapsed Time: 1:44:03 ETA: 0:30:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1519.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1519.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1520 of 2020) |############### | Elapsed Time: 1:44:07 ETA: 0:33:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1520.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1520.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1521 of 2020) |############### | Elapsed Time: 1:44:12 ETA: 0:34:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1521.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1521.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1522 of 2020) |############### | Elapsed Time: 1:44:15 ETA: 0:30:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1522.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1522.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1523 of 2020) |############### | Elapsed Time: 1:44:19 ETA: 0:32:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1523.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1523.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1524 of 2020) |############### | Elapsed Time: 1:44:23 ETA: 0:30:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1524.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1524.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1525 of 2020) |############### | Elapsed Time: 1:44:27 ETA: 0:34:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1525.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1525.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1526 of 2020) |############### | Elapsed Time: 1:44:31 ETA: 0:32:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1526.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1526.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1527 of 2020) |############### | Elapsed Time: 1:44:35 ETA: 0:31:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1527.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1527.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1528 of 2020) |############### | Elapsed Time: 1:44:39 ETA: 0:33:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1528.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1528.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1529 of 2020) |############### | Elapsed Time: 1:44:43 ETA: 0:36:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1529.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1529.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1530 of 2020) |############### | Elapsed Time: 1:44:47 ETA: 0:30:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1530.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1530.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1531 of 2020) |############### | Elapsed Time: 1:44:51 ETA: 0:33:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1531.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1531.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1532 of 2020) |############### | Elapsed Time: 1:44:55 ETA: 0:30:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1532.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1532.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1533 of 2020) |############### | Elapsed Time: 1:44:59 ETA: 0:32:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1533.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1533.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1534 of 2020) |############### | Elapsed Time: 1:45:03 ETA: 0:32:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1534.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1534.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1535 of 2020) |############### | Elapsed Time: 1:45:07 ETA: 0:29:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1535.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1535.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1536 of 2020) |############### | Elapsed Time: 1:45:11 ETA: 0:32:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1536.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1536.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1537 of 2020) |############### | Elapsed Time: 1:45:14 ETA: 0:31:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1537.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1537.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1538 of 2020) |############### | Elapsed Time: 1:45:18 ETA: 0:30:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1538.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1538.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1539 of 2020) |############### | Elapsed Time: 1:45:22 ETA: 0:33:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1539.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1539.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1540 of 2020) |############### | Elapsed Time: 1:45:26 ETA: 0:28:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1540.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1540.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1541 of 2020) |############### | Elapsed Time: 1:45:30 ETA: 0:33:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1541.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1541.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1542 of 2020) |############### | Elapsed Time: 1:45:34 ETA: 0:31:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1542.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1542.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1543 of 2020) |############### | Elapsed Time: 1:45:38 ETA: 0:29:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1543.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1543.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1544 of 2020) |############### | Elapsed Time: 1:45:42 ETA: 0:32:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1544.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1544.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1545 of 2020) |############### | Elapsed Time: 1:45:46 ETA: 0:34:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1545.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1545.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1546 of 2020) |############### | Elapsed Time: 1:45:50 ETA: 0:29:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1546.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1546.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1547 of 2020) |############### | Elapsed Time: 1:45:54 ETA: 0:32:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1547.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1547.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1548 of 2020) |############### | Elapsed Time: 1:45:58 ETA: 0:29:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1548.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1548.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1549 of 2020) |############### | Elapsed Time: 1:46:02 ETA: 0:31:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1549.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1549.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1550 of 2020) |############### | Elapsed Time: 1:46:06 ETA: 0:31:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1550.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1550.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1551 of 2020) |############### | Elapsed Time: 1:46:10 ETA: 0:29:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1551.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1551.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1552 of 2020) |############### | Elapsed Time: 1:46:14 ETA: 0:31:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1552.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1552.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1553 of 2020) |############### | Elapsed Time: 1:46:18 ETA: 0:30:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1553.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1553.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1554 of 2020) |############### | Elapsed Time: 1:46:22 ETA: 0:30:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1554.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1554.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1555 of 2020) |############### | Elapsed Time: 1:46:26 ETA: 0:31:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1555.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1555.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1556 of 2020) |############### | Elapsed Time: 1:46:29 ETA: 0:28:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1556.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1556.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1557 of 2020) |############### | Elapsed Time: 1:46:33 ETA: 0:31:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1557.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1557.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1558 of 2020) |############### | Elapsed Time: 1:46:37 ETA: 0:31:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1558.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1558.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1559 of 2020) |############### | Elapsed Time: 1:46:41 ETA: 0:29:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1559.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1559.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1560 of 2020) |############### | Elapsed Time: 1:46:45 ETA: 0:31:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1560.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1560.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1561 of 2020) |############### | Elapsed Time: 1:46:49 ETA: 0:30:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1561.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1561.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1562 of 2020) |############### | Elapsed Time: 1:46:53 ETA: 0:28:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1562.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1562.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1563 of 2020) |############### | Elapsed Time: 1:46:57 ETA: 0:32:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1563.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1563.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1564 of 2020) |############### | Elapsed Time: 1:47:01 ETA: 0:27:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1564.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1564.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1565 of 2020) |############### | Elapsed Time: 1:47:05 ETA: 0:30:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1565.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1565.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1566 of 2020) |############### | Elapsed Time: 1:47:09 ETA: 0:30:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1566.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1566.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1567 of 2020) |############### | Elapsed Time: 1:47:13 ETA: 0:27:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1567.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1567.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1568 of 2020) |############### | Elapsed Time: 1:47:17 ETA: 0:29:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1568.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1568.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1569 of 2020) |############### | Elapsed Time: 1:47:21 ETA: 0:29:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1569.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1569.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1570 of 2020) |############### | Elapsed Time: 1:47:24 ETA: 0:28:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1570.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1570.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1571 of 2020) |############### | Elapsed Time: 1:47:28 ETA: 0:30:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1571.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1571.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1572 of 2020) |############### | Elapsed Time: 1:47:32 ETA: 0:27:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1572.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1572.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1573 of 2020) |############### | Elapsed Time: 1:47:36 ETA: 0:30:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1573.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1573.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1574 of 2020) |############### | Elapsed Time: 1:47:40 ETA: 0:30:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1574.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1574.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1575 of 2020) |############### | Elapsed Time: 1:47:44 ETA: 0:27:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1575.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1575.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1576 of 2020) |############### | Elapsed Time: 1:47:48 ETA: 0:30:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1576.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1576.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1577 of 2020) |############### | Elapsed Time: 1:47:52 ETA: 0:29:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1577.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1577.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1578 of 2020) |############### | Elapsed Time: 1:47:56 ETA: 0:28:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1578.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1578.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1579 of 2020) |############### | Elapsed Time: 1:48:00 ETA: 0:30:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1579.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1579.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1580 of 2020) |############### | Elapsed Time: 1:48:04 ETA: 0:27:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1580.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1580.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1581 of 2020) |############### | Elapsed Time: 1:48:08 ETA: 0:29:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1581.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1581.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1582 of 2020) |############### | Elapsed Time: 1:48:12 ETA: 0:28:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1582.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1582.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1583 of 2020) |############### | Elapsed Time: 1:48:16 ETA: 0:27:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1583.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1583.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1584 of 2020) |############### | Elapsed Time: 1:48:20 ETA: 0:30:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1584.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1584.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1585 of 2020) |############### | Elapsed Time: 1:48:24 ETA: 0:28:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1585.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1585.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1586 of 2020) |############### | Elapsed Time: 1:48:27 ETA: 0:26:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1586.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1586.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1587 of 2020) |############### | Elapsed Time: 1:48:31 ETA: 0:29:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1587.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1587.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1588 of 2020) |############### | Elapsed Time: 1:48:35 ETA: 0:26:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1588.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1588.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1589 of 2020) |############### | Elapsed Time: 1:48:39 ETA: 0:29:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1589.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1589.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1590 of 2020) |############### | Elapsed Time: 1:48:43 ETA: 0:29:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1590.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1590.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1591 of 2020) |############### | Elapsed Time: 1:48:47 ETA: 0:25:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1591.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1591.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1592 of 2020) |############### | Elapsed Time: 1:48:51 ETA: 0:28:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1592.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1592.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1593 of 2020) |############### | Elapsed Time: 1:48:55 ETA: 0:29:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1593.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1593.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1594 of 2020) |############### | Elapsed Time: 1:48:59 ETA: 0:26:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1594.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1594.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1595 of 2020) |############### | Elapsed Time: 1:49:03 ETA: 0:29:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1595.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1595.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1596 of 2020) |############### | Elapsed Time: 1:49:07 ETA: 0:26:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1596.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1596.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1597 of 2020) |############### | Elapsed Time: 1:49:11 ETA: 0:28:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1597.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1597.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1598 of 2020) |############### | Elapsed Time: 1:49:15 ETA: 0:27:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1598.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1598.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1599 of 2020) |############### | Elapsed Time: 1:49:18 ETA: 0:25:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1599.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1599.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1600 of 2020) |############### | Elapsed Time: 1:49:22 ETA: 0:28:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1600.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1600.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1601 of 2020) |############### | Elapsed Time: 1:49:26 ETA: 0:28:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1601.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1601.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1602 of 2020) |############### | Elapsed Time: 1:49:30 ETA: 0:24:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1602.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1602.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1603 of 2020) |############### | Elapsed Time: 1:49:34 ETA: 0:27:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1603.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1603.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1604 of 2020) |############### | Elapsed Time: 1:49:37 ETA: 0:24:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1604.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1604.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1605 of 2020) |############### | Elapsed Time: 1:49:42 ETA: 0:28:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1605.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1605.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1606 of 2020) |############### | Elapsed Time: 1:49:46 ETA: 0:27:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1606.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1606.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1607 of 2020) |############### | Elapsed Time: 1:49:49 ETA: 0:25:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1607.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1607.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1608 of 2020) |############### | Elapsed Time: 1:49:53 ETA: 0:28:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1608.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1608.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1609 of 2020) |############### | Elapsed Time: 1:49:58 ETA: 0:29:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1609.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1609.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1610 of 2020) |############### | Elapsed Time: 1:50:01 ETA: 0:25:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1610.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1610.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1611 of 2020) |############### | Elapsed Time: 1:50:05 ETA: 0:28:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1611.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1611.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1612 of 2020) |############### | Elapsed Time: 1:50:10 ETA: 0:27:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1612.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1612.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1613 of 2020) |############### | Elapsed Time: 1:50:13 ETA: 0:24:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1613.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1613.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1614 of 2020) |############### | Elapsed Time: 1:50:17 ETA: 0:27:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1614.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1614.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1615 of 2020) |############### | Elapsed Time: 1:50:21 ETA: 0:27:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1615.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1615.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1616 of 2020) |################ | Elapsed Time: 1:50:25 ETA: 0:24:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1616.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1616.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1617 of 2020) |################ | Elapsed Time: 1:50:29 ETA: 0:27:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1617.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1617.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1618 of 2020) |################ | Elapsed Time: 1:50:33 ETA: 0:26:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1618.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1618.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1619 of 2020) |################ | Elapsed Time: 1:50:37 ETA: 0:26:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1619.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1619.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1620 of 2020) |################ | Elapsed Time: 1:50:41 ETA: 0:25:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1620.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1620.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1621 of 2020) |################ | Elapsed Time: 1:50:45 ETA: 0:26:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1621.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1621.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1622 of 2020) |################ | Elapsed Time: 1:50:49 ETA: 0:26:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1622.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1622.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1623 of 2020) |################ | Elapsed Time: 1:50:53 ETA: 0:26:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1623.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1623.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1624 of 2020) |################ | Elapsed Time: 1:50:56 ETA: 0:23:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1624.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1624.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1625 of 2020) |################ | Elapsed Time: 1:51:00 ETA: 0:26:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1625.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1625.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1626 of 2020) |################ | Elapsed Time: 1:51:04 ETA: 0:24:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1626.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1626.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1627 of 2020) |################ | Elapsed Time: 1:51:08 ETA: 0:26:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1627.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1627.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1628 of 2020) |################ | Elapsed Time: 1:51:12 ETA: 0:25:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1628.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1628.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1629 of 2020) |################ | Elapsed Time: 1:51:16 ETA: 0:23:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1629.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1629.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1630 of 2020) |################ | Elapsed Time: 1:51:20 ETA: 0:27:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1630.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1630.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1631 of 2020) |################ | Elapsed Time: 1:51:24 ETA: 0:26:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1631.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1631.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1632 of 2020) |################ | Elapsed Time: 1:51:27 ETA: 0:23:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1632.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1632.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1633 of 2020) |################ | Elapsed Time: 1:51:31 ETA: 0:25:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1633.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1633.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1634 of 2020) |################ | Elapsed Time: 1:51:35 ETA: 0:24:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1634.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1634.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1635 of 2020) |################ | Elapsed Time: 1:51:39 ETA: 0:25:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1635.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1635.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1636 of 2020) |################ | Elapsed Time: 1:51:43 ETA: 0:25:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1636.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1636.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1637 of 2020) |################ | Elapsed Time: 1:51:47 ETA: 0:22:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1637.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1637.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1638 of 2020) |################ | Elapsed Time: 1:51:51 ETA: 0:26:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1638.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1638.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1639 of 2020) |################ | Elapsed Time: 1:51:55 ETA: 0:25:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1639.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1639.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1640 of 2020) |################ | Elapsed Time: 1:51:58 ETA: 0:23:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1640.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1640.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1641 of 2020) |################ | Elapsed Time: 1:52:02 ETA: 0:24:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1641.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1641.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1642 of 2020) |################ | Elapsed Time: 1:52:06 ETA: 0:23:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1642.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1642.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1643 of 2020) |################ | Elapsed Time: 1:52:10 ETA: 0:25:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1643.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1643.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1644 of 2020) |################ | Elapsed Time: 1:52:14 ETA: 0:25:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1644.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1644.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1645 of 2020) |################ | Elapsed Time: 1:52:18 ETA: 0:23:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1645.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1645.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1646 of 2020) |################ | Elapsed Time: 1:52:22 ETA: 0:25:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1646.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1646.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1647 of 2020) |################ | Elapsed Time: 1:52:26 ETA: 0:22:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1647.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1647.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1648 of 2020) |################ | Elapsed Time: 1:52:30 ETA: 0:25:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1648.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1648.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1649 of 2020) |################ | Elapsed Time: 1:52:34 ETA: 0:24:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1649.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1649.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1650 of 2020) |################ | Elapsed Time: 1:52:38 ETA: 0:23:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1650.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1650.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1651 of 2020) |################ | Elapsed Time: 1:52:42 ETA: 0:25:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1651.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1651.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1652 of 2020) |################ | Elapsed Time: 1:52:46 ETA: 0:25:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1652.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1652.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1653 of 2020) |################ | Elapsed Time: 1:52:50 ETA: 0:22:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1653.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1653.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1654 of 2020) |################ | Elapsed Time: 1:52:54 ETA: 0:24:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1654.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1654.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1655 of 2020) |################ | Elapsed Time: 1:52:57 ETA: 0:23:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1655.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1655.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1656 of 2020) |################ | Elapsed Time: 1:53:01 ETA: 0:21:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1656.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1656.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1657 of 2020) |################ | Elapsed Time: 1:53:05 ETA: 0:24:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1657.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1657.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1658 of 2020) |################ | Elapsed Time: 1:53:09 ETA: 0:24:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1658.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1658.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1659 of 2020) |################ | Elapsed Time: 1:53:13 ETA: 0:22:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1659.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1659.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1660 of 2020) |################ | Elapsed Time: 1:53:17 ETA: 0:24:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1660.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1660.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1661 of 2020) |################ | Elapsed Time: 1:53:21 ETA: 0:23:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1661.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1661.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1662 of 2020) |################ | Elapsed Time: 1:53:25 ETA: 0:21:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1662.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1662.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1663 of 2020) |################ | Elapsed Time: 1:53:29 ETA: 0:23:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1663.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1663.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1664 of 2020) |################ | Elapsed Time: 1:53:33 ETA: 0:23:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1664.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1664.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1665 of 2020) |################ | Elapsed Time: 1:53:36 ETA: 0:21:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1665.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1665.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1666 of 2020) |################ | Elapsed Time: 1:53:40 ETA: 0:24:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1666.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1666.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1667 of 2020) |################ | Elapsed Time: 1:53:44 ETA: 0:22:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1667.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1667.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1668 of 2020) |################ | Elapsed Time: 1:53:48 ETA: 0:23:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1668.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1668.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1669 of 2020) |################ | Elapsed Time: 1:53:52 ETA: 0:22:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1669.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1669.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1670 of 2020) |################ | Elapsed Time: 1:53:56 ETA: 0:21:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1670.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1670.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1671 of 2020) |################ | Elapsed Time: 1:54:00 ETA: 0:24:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1671.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1671.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1672 of 2020) |################ | Elapsed Time: 1:54:04 ETA: 0:22:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1672.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1672.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1673 of 2020) |################ | Elapsed Time: 1:54:08 ETA: 0:21:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1673.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1673.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1674 of 2020) |################ | Elapsed Time: 1:54:12 ETA: 0:23:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1674.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1674.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1675 of 2020) |################ | Elapsed Time: 1:54:15 ETA: 0:21:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1675.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1675.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1676 of 2020) |################ | Elapsed Time: 1:54:19 ETA: 0:22:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1676.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1676.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1677 of 2020) |################ | Elapsed Time: 1:54:23 ETA: 0:22:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1677.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1677.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1678 of 2020) |################ | Elapsed Time: 1:54:27 ETA: 0:21:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1678.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1678.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1679 of 2020) |################ | Elapsed Time: 1:54:31 ETA: 0:23:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1679.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1679.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1680 of 2020) |################ | Elapsed Time: 1:54:35 ETA: 0:22:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1680.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1680.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1681 of 2020) |################ | Elapsed Time: 1:54:39 ETA: 0:22:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1681.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1681.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1682 of 2020) |################ | Elapsed Time: 1:54:43 ETA: 0:22:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1682.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1682.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1683 of 2020) |################ | Elapsed Time: 1:54:47 ETA: 0:21:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1683.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1683.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1684 of 2020) |################ | Elapsed Time: 1:54:51 ETA: 0:23:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1684.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1684.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1685 of 2020) |################ | Elapsed Time: 1:54:55 ETA: 0:22:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1685.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1685.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1686 of 2020) |################ | Elapsed Time: 1:54:59 ETA: 0:21:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1686.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1686.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1687 of 2020) |################ | Elapsed Time: 1:55:03 ETA: 0:21:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1687.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1687.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1688 of 2020) |################ | Elapsed Time: 1:55:07 ETA: 0:21:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1688.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1688.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1689 of 2020) |################ | Elapsed Time: 1:55:10 ETA: 0:21:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1689.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1689.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1690 of 2020) |################ | Elapsed Time: 1:55:14 ETA: 0:22:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1690.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1690.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1691 of 2020) |################ | Elapsed Time: 1:55:18 ETA: 0:20:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1691.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1691.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1692 of 2020) |################ | Elapsed Time: 1:55:22 ETA: 0:21:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1692.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1692.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1693 of 2020) |################ | Elapsed Time: 1:55:26 ETA: 0:22:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1693.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1693.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1694 of 2020) |################ | Elapsed Time: 1:55:30 ETA: 0:20:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1694.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1694.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1695 of 2020) |################ | Elapsed Time: 1:55:34 ETA: 0:22:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1695.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1695.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1696 of 2020) |################ | Elapsed Time: 1:55:38 ETA: 0:21:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1696.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1696.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1697 of 2020) |################ | Elapsed Time: 1:55:42 ETA: 0:20:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1697.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1697.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1698 of 2020) |################ | Elapsed Time: 1:55:46 ETA: 0:21:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1698.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1698.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1699 of 2020) |################ | Elapsed Time: 1:55:50 ETA: 0:20:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1699.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1699.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1700 of 2020) |################ | Elapsed Time: 1:55:54 ETA: 0:21:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1700.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1700.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1701 of 2020) |################ | Elapsed Time: 1:55:58 ETA: 0:22:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1701.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1701.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1702 of 2020) |################ | Elapsed Time: 1:56:02 ETA: 0:19:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1702.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1702.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1703 of 2020) |################ | Elapsed Time: 1:56:06 ETA: 0:21:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1703.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1703.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1704 of 2020) |################ | Elapsed Time: 1:56:10 ETA: 0:20:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1704.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1704.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1705 of 2020) |################ | Elapsed Time: 1:56:13 ETA: 0:19:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1705.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1705.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1706 of 2020) |################ | Elapsed Time: 1:56:17 ETA: 0:20:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1706.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1706.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1707 of 2020) |################ | Elapsed Time: 1:56:21 ETA: 0:19:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1707.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1707.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1708 of 2020) |################ | Elapsed Time: 1:56:25 ETA: 0:20:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1708.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1708.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1709 of 2020) |################ | Elapsed Time: 1:56:29 ETA: 0:19:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1709.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1709.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1710 of 2020) |################ | Elapsed Time: 1:56:33 ETA: 0:18:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1710.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1710.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1711 of 2020) |################ | Elapsed Time: 1:56:37 ETA: 0:21:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1711.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1711.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1712 of 2020) |################ | Elapsed Time: 1:56:41 ETA: 0:19:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1712.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1712.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1713 of 2020) |################ | Elapsed Time: 1:56:45 ETA: 0:19:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1713.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1713.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1714 of 2020) |################ | Elapsed Time: 1:56:49 ETA: 0:20:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1714.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1714.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1715 of 2020) |################ | Elapsed Time: 1:56:52 ETA: 0:18:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1715.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1715.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1716 of 2020) |################ | Elapsed Time: 1:56:56 ETA: 0:20:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1716.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1716.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1717 of 2020) |################# | Elapsed Time: 1:57:00 ETA: 0:19:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1717.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1717.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1718 of 2020) |################# | Elapsed Time: 1:57:04 ETA: 0:18:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1718.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1718.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1719 of 2020) |################# | Elapsed Time: 1:57:08 ETA: 0:20:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1719.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1719.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1720 of 2020) |################# | Elapsed Time: 1:57:12 ETA: 0:19:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1720.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1720.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1721 of 2020) |################# | Elapsed Time: 1:57:16 ETA: 0:18:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1721.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1721.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1722 of 2020) |################# | Elapsed Time: 1:57:20 ETA: 0:20:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1722.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1722.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1723 of 2020) |################# | Elapsed Time: 1:57:23 ETA: 0:18:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1723.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1723.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1724 of 2020) |################# | Elapsed Time: 1:57:27 ETA: 0:19:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1724.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1724.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1725 of 2020) |################# | Elapsed Time: 1:57:31 ETA: 0:18:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1725.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1725.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1726 of 2020) |################# | Elapsed Time: 1:57:35 ETA: 0:17:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1726.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1726.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1727 of 2020) |################# | Elapsed Time: 1:57:39 ETA: 0:19:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1727.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1727.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1728 of 2020) |################# | Elapsed Time: 1:57:43 ETA: 0:18:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1728.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1728.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1729 of 2020) |################# | Elapsed Time: 1:57:46 ETA: 0:18:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1729.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1729.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1730 of 2020) |################# | Elapsed Time: 1:57:50 ETA: 0:19:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1730.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1730.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1731 of 2020) |################# | Elapsed Time: 1:57:54 ETA: 0:18:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1731.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1731.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1732 of 2020) |################# | Elapsed Time: 1:57:58 ETA: 0:19:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1732.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1732.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1733 of 2020) |################# | Elapsed Time: 1:58:02 ETA: 0:19:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1733.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1733.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1734 of 2020) |################# | Elapsed Time: 1:58:06 ETA: 0:17:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1734.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1734.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1735 of 2020) |################# | Elapsed Time: 1:58:10 ETA: 0:19:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1735.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1735.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1736 of 2020) |################# | Elapsed Time: 1:58:14 ETA: 0:18:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1736.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1736.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1737 of 2020) |################# | Elapsed Time: 1:58:18 ETA: 0:17:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1737.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1737.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1738 of 2020) |################# | Elapsed Time: 1:58:22 ETA: 0:19:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1738.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1738.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1739 of 2020) |################# | Elapsed Time: 1:58:26 ETA: 0:17:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1739.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1739.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1740 of 2020) |################# | Elapsed Time: 1:58:30 ETA: 0:18:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1740.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1740.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1741 of 2020) |################# | Elapsed Time: 1:58:34 ETA: 0:18:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1741.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1741.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1742 of 2020) |################# | Elapsed Time: 1:58:37 ETA: 0:17:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1742.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1742.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1743 of 2020) |################# | Elapsed Time: 1:58:42 ETA: 0:19:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1743.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1743.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1744 of 2020) |################# | Elapsed Time: 1:58:46 ETA: 0:18:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1744.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1744.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1745 of 2020) |################# | Elapsed Time: 1:58:49 ETA: 0:16:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1745.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1745.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1746 of 2020) |################# | Elapsed Time: 1:58:53 ETA: 0:18:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1746.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1746.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1747 of 2020) |################# | Elapsed Time: 1:58:57 ETA: 0:16:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1747.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1747.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1748 of 2020) |################# | Elapsed Time: 1:59:01 ETA: 0:18:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1748.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1748.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1749 of 2020) |################# | Elapsed Time: 1:59:05 ETA: 0:17:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1749.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1749.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1750 of 2020) |################# | Elapsed Time: 1:59:08 ETA: 0:15:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1750.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1750.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1751 of 2020) |################# | Elapsed Time: 1:59:13 ETA: 0:19:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1751.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1751.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1752 of 2020) |################# | Elapsed Time: 1:59:17 ETA: 0:17:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1752.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1752.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1753 of 2020) |################# | Elapsed Time: 1:59:20 ETA: 0:15:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1753.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1753.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1754 of 2020) |################# | Elapsed Time: 1:59:24 ETA: 0:18:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1754.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1754.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1755 of 2020) |################# | Elapsed Time: 1:59:28 ETA: 0:16:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1755.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1755.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1756 of 2020) |################# | Elapsed Time: 1:59:32 ETA: 0:18:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1756.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1756.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1757 of 2020) |################# | Elapsed Time: 1:59:36 ETA: 0:17:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1757.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1757.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1758 of 2020) |################# | Elapsed Time: 1:59:40 ETA: 0:15:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1758.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1758.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1759 of 2020) |################# | Elapsed Time: 1:59:44 ETA: 0:17:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1759.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1759.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1760 of 2020) |################# | Elapsed Time: 1:59:48 ETA: 0:18:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1760.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1760.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1761 of 2020) |################# | Elapsed Time: 1:59:52 ETA: 0:16:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1761.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1761.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1762 of 2020) |################# | Elapsed Time: 1:59:55 ETA: 0:17:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1762.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1762.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1763 of 2020) |################# | Elapsed Time: 1:59:59 ETA: 0:15:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1763.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1763.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1764 of 2020) |################# | Elapsed Time: 2:00:03 ETA: 0:16:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1764.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1764.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1765 of 2020) |################# | Elapsed Time: 2:00:07 ETA: 0:17:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1765.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1765.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1766 of 2020) |################# | Elapsed Time: 2:00:11 ETA: 0:15:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1766.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1766.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1767 of 2020) |################# | Elapsed Time: 2:00:15 ETA: 0:17:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1767.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1767.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1768 of 2020) |################# | Elapsed Time: 2:00:19 ETA: 0:15:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1768.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1768.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1769 of 2020) |################# | Elapsed Time: 2:00:22 ETA: 0:15:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1769.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1769.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1770 of 2020) |################# | Elapsed Time: 2:00:26 ETA: 0:16:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1770.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1770.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1771 of 2020) |################# | Elapsed Time: 2:00:30 ETA: 0:15:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1771.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1771.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1772 of 2020) |################# | Elapsed Time: 2:00:34 ETA: 0:17:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1772.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1772.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1773 of 2020) |################# | Elapsed Time: 2:00:38 ETA: 0:16:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1773.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1773.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1774 of 2020) |################# | Elapsed Time: 2:00:42 ETA: 0:14:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1774.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1774.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1775 of 2020) |################# | Elapsed Time: 2:00:46 ETA: 0:16:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1775.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1775.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1776 of 2020) |################# | Elapsed Time: 2:00:50 ETA: 0:15:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1776.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1776.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1777 of 2020) |################# | Elapsed Time: 2:00:54 ETA: 0:15:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1777.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1777.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1778 of 2020) |################# | Elapsed Time: 2:00:58 ETA: 0:16:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1778.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1778.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1779 of 2020) |################# | Elapsed Time: 2:01:01 ETA: 0:14:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1779.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1779.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1780 of 2020) |################# | Elapsed Time: 2:01:05 ETA: 0:16:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1780.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1780.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1781 of 2020) |################# | Elapsed Time: 2:01:09 ETA: 0:15:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1781.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1781.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1782 of 2020) |################# | Elapsed Time: 2:01:13 ETA: 0:14:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1782.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1782.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1783 of 2020) |################# | Elapsed Time: 2:01:17 ETA: 0:16:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1783.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1783.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1784 of 2020) |################# | Elapsed Time: 2:01:21 ETA: 0:15:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1784.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1784.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1785 of 2020) |################# | Elapsed Time: 2:01:25 ETA: 0:14:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1785.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1785.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1786 of 2020) |################# | Elapsed Time: 2:01:29 ETA: 0:16:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1786.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1786.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1787 of 2020) |################# | Elapsed Time: 2:01:33 ETA: 0:14:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1787.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1787.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1788 of 2020) |################# | Elapsed Time: 2:01:37 ETA: 0:15:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1788.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1788.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1789 of 2020) |################# | Elapsed Time: 2:01:41 ETA: 0:15:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1789.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1789.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1790 of 2020) |################# | Elapsed Time: 2:01:44 ETA: 0:14:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1790.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1790.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1791 of 2020) |################# | Elapsed Time: 2:01:49 ETA: 0:16:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1791.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1791.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1792 of 2020) |################# | Elapsed Time: 2:01:52 ETA: 0:14:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1792.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1792.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1793 of 2020) |################# | Elapsed Time: 2:01:56 ETA: 0:14:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1793.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1793.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1794 of 2020) |################# | Elapsed Time: 2:02:00 ETA: 0:14:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1794.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1794.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1795 of 2020) |################# | Elapsed Time: 2:02:04 ETA: 0:13:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1795.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1795.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1796 of 2020) |################# | Elapsed Time: 2:02:08 ETA: 0:14:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1796.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1796.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1797 of 2020) |################# | Elapsed Time: 2:02:12 ETA: 0:14:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1797.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1797.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1798 of 2020) |################# | Elapsed Time: 2:02:16 ETA: 0:14:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1798.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1798.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1799 of 2020) |################# | Elapsed Time: 2:02:20 ETA: 0:15:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1799.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1799.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1800 of 2020) |################# | Elapsed Time: 2:02:23 ETA: 0:14:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1800.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1800.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1801 of 2020) |################# | Elapsed Time: 2:02:27 ETA: 0:13:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1801.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1801.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1802 of 2020) |################# | Elapsed Time: 2:02:31 ETA: 0:14:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1802.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1802.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1803 of 2020) |################# | Elapsed Time: 2:02:35 ETA: 0:13:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1803.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1803.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1804 of 2020) |################# | Elapsed Time: 2:02:39 ETA: 0:14:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1804.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1804.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1805 of 2020) |################# | Elapsed Time: 2:02:43 ETA: 0:14:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1805.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1805.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1806 of 2020) |################# | Elapsed Time: 2:02:46 ETA: 0:12:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1806.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1806.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1807 of 2020) |################# | Elapsed Time: 2:02:50 ETA: 0:14:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1807.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1807.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1808 of 2020) |################# | Elapsed Time: 2:02:55 ETA: 0:14:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1808.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1808.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1809 of 2020) |################# | Elapsed Time: 2:02:58 ETA: 0:12:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1809.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1809.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1810 of 2020) |################# | Elapsed Time: 2:03:02 ETA: 0:14:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1810.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1810.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1811 of 2020) |################# | Elapsed Time: 2:03:06 ETA: 0:13:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1811.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1811.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1812 of 2020) |################# | Elapsed Time: 2:03:10 ETA: 0:13:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1812.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1812.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1813 of 2020) |################# | Elapsed Time: 2:03:14 ETA: 0:13:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1813.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1813.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1814 of 2020) |################# | Elapsed Time: 2:03:18 ETA: 0:12:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1814.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1814.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1815 of 2020) |################# | Elapsed Time: 2:03:22 ETA: 0:14:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1815.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1815.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1816 of 2020) |################# | Elapsed Time: 2:03:26 ETA: 0:13:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1816.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1816.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1817 of 2020) |################# | Elapsed Time: 2:03:29 ETA: 0:12:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1817.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1817.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1818 of 2020) |################## | Elapsed Time: 2:03:34 ETA: 0:13:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1818.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1818.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1819 of 2020) |################## | Elapsed Time: 2:03:37 ETA: 0:11:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1819.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1819.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1820 of 2020) |################## | Elapsed Time: 2:03:41 ETA: 0:13:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1820.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1820.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1821 of 2020) |################## | Elapsed Time: 2:03:45 ETA: 0:13:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1821.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1821.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1822 of 2020) |################## | Elapsed Time: 2:03:49 ETA: 0:11:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1822.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1822.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1823 of 2020) |################## | Elapsed Time: 2:03:53 ETA: 0:13:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1823.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1823.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1824 of 2020) |################## | Elapsed Time: 2:03:57 ETA: 0:13:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1824.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1824.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1825 of 2020) |################## | Elapsed Time: 2:04:01 ETA: 0:11:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1825.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1825.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1826 of 2020) |################## | Elapsed Time: 2:04:05 ETA: 0:13:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1826.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1826.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1827 of 2020) |################## | Elapsed Time: 2:04:09 ETA: 0:12:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1827.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1827.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1828 of 2020) |################## | Elapsed Time: 2:04:13 ETA: 0:13:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1828.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1828.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1829 of 2020) |################## | Elapsed Time: 2:04:17 ETA: 0:12:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1829.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1829.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1830 of 2020) |################## | Elapsed Time: 2:04:21 ETA: 0:11:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1830.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1830.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1831 of 2020) |################## | Elapsed Time: 2:04:25 ETA: 0:12:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1831.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1831.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1832 of 2020) |################## | Elapsed Time: 2:04:29 ETA: 0:12:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1832.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1832.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1833 of 2020) |################## | Elapsed Time: 2:04:32 ETA: 0:11:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1833.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1833.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1834 of 2020) |################## | Elapsed Time: 2:04:36 ETA: 0:12:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1834.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1834.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1835 of 2020) |################## | Elapsed Time: 2:04:40 ETA: 0:11:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1835.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1835.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1836 of 2020) |################## | Elapsed Time: 2:04:44 ETA: 0:12:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1836.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1836.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1837 of 2020) |################## | Elapsed Time: 2:04:48 ETA: 0:11:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1837.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1837.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1838 of 2020) |################## | Elapsed Time: 2:04:52 ETA: 0:11:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1838.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1838.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1839 of 2020) |################## | Elapsed Time: 2:04:56 ETA: 0:12:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1839.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1839.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1840 of 2020) |################## | Elapsed Time: 2:05:00 ETA: 0:11:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1840.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1840.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1841 of 2020) |################## | Elapsed Time: 2:05:03 ETA: 0:10:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1841.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1841.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1842 of 2020) |################## | Elapsed Time: 2:05:07 ETA: 0:11:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1842.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1842.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1843 of 2020) |################## | Elapsed Time: 2:05:11 ETA: 0:10:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1843.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1843.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1844 of 2020) |################## | Elapsed Time: 2:05:15 ETA: 0:12:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1844.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1844.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1845 of 2020) |################## | Elapsed Time: 2:05:19 ETA: 0:11:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1845.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1845.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1846 of 2020) |################## | Elapsed Time: 2:05:23 ETA: 0:11:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1846.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1846.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1847 of 2020) |################## | Elapsed Time: 2:05:27 ETA: 0:11:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1847.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1847.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1848 of 2020) |################## | Elapsed Time: 2:05:31 ETA: 0:11:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1848.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1848.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1849 of 2020) |################## | Elapsed Time: 2:05:35 ETA: 0:11:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1849.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1849.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1850 of 2020) |################## | Elapsed Time: 2:05:39 ETA: 0:11:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1850.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1850.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1851 of 2020) |################## | Elapsed Time: 2:05:43 ETA: 0:10:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1851.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1851.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1852 of 2020) |################## | Elapsed Time: 2:05:47 ETA: 0:11:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1852.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1852.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1853 of 2020) |################## | Elapsed Time: 2:05:51 ETA: 0:11:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1853.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1853.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1854 of 2020) |################## | Elapsed Time: 2:05:55 ETA: 0:10:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1854.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1854.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1855 of 2020) |################## | Elapsed Time: 2:05:59 ETA: 0:10:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1855.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1855.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1856 of 2020) |################## | Elapsed Time: 2:06:02 ETA: 0:10:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1856.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1856.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1857 of 2020) |################## | Elapsed Time: 2:06:06 ETA: 0:09:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1857.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1857.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1858 of 2020) |################## | Elapsed Time: 2:06:10 ETA: 0:10:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1858.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1858.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1859 of 2020) |################## | Elapsed Time: 2:06:14 ETA: 0:09:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1859.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1859.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1860 of 2020) |################## | Elapsed Time: 2:06:18 ETA: 0:10:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1860.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1860.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1861 of 2020) |################## | Elapsed Time: 2:06:22 ETA: 0:10:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1861.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1861.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1862 of 2020) |################## | Elapsed Time: 2:06:25 ETA: 0:09:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1862.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1862.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1863 of 2020) |################## | Elapsed Time: 2:06:29 ETA: 0:10:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1863.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1863.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1864 of 2020) |################## | Elapsed Time: 2:06:33 ETA: 0:10:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1864.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1864.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1865 of 2020) |################## | Elapsed Time: 2:06:37 ETA: 0:09:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1865.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1865.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1866 of 2020) |################## | Elapsed Time: 2:06:41 ETA: 0:10:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1866.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1866.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1867 of 2020) |################## | Elapsed Time: 2:06:45 ETA: 0:09:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1867.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1867.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1868 of 2020) |################## | Elapsed Time: 2:06:49 ETA: 0:10:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1868.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1868.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1869 of 2020) |################## | Elapsed Time: 2:06:53 ETA: 0:09:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1869.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1869.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1870 of 2020) |################## | Elapsed Time: 2:06:57 ETA: 0:09:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1870.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1870.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1871 of 2020) |################## | Elapsed Time: 2:07:01 ETA: 0:10:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1871.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1871.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1872 of 2020) |################## | Elapsed Time: 2:07:05 ETA: 0:09:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1872.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1872.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1873 of 2020) |################## | Elapsed Time: 2:07:08 ETA: 0:08:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1873.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1873.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1874 of 2020) |################## | Elapsed Time: 2:07:12 ETA: 0:09:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1874.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1874.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1875 of 2020) |################## | Elapsed Time: 2:07:16 ETA: 0:08:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1875.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1875.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1876 of 2020) |################## | Elapsed Time: 2:07:20 ETA: 0:10:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1876.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1876.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1877 of 2020) |################## | Elapsed Time: 2:07:24 ETA: 0:09:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1877.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1877.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1878 of 2020) |################## | Elapsed Time: 2:07:28 ETA: 0:08:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1878.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1878.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1879 of 2020) |################## | Elapsed Time: 2:07:32 ETA: 0:09:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1879.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1879.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1880 of 2020) |################## | Elapsed Time: 2:07:36 ETA: 0:08:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1880.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1880.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1881 of 2020) |################## | Elapsed Time: 2:07:39 ETA: 0:08:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1881.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1881.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1882 of 2020) |################## | Elapsed Time: 2:07:44 ETA: 0:09:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1882.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1882.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1883 of 2020) |################## | Elapsed Time: 2:07:47 ETA: 0:08:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1883.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1883.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1884 of 2020) |################## | Elapsed Time: 2:07:52 ETA: 0:09:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1884.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1884.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1885 of 2020) |################## | Elapsed Time: 2:07:56 ETA: 0:08:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1885.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1885.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1886 of 2020) |################## | Elapsed Time: 2:07:59 ETA: 0:08:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1886.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1886.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1887 of 2020) |################## | Elapsed Time: 2:08:03 ETA: 0:08:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1887.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1887.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1888 of 2020) |################## | Elapsed Time: 2:08:07 ETA: 0:08:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1888.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1888.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1889 of 2020) |################## | Elapsed Time: 2:08:11 ETA: 0:08:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1889.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1889.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1890 of 2020) |################## | Elapsed Time: 2:08:15 ETA: 0:09:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1890.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1890.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1891 of 2020) |################## | Elapsed Time: 2:08:19 ETA: 0:08:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1891.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1891.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1892 of 2020) |################## | Elapsed Time: 2:08:23 ETA: 0:08:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1892.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1892.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1893 of 2020) |################## | Elapsed Time: 2:08:27 ETA: 0:09:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1893.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1893.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1894 of 2020) |################## | Elapsed Time: 2:08:31 ETA: 0:08:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1894.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1894.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1895 of 2020) |################## | Elapsed Time: 2:08:36 ETA: 0:08:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1895.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1895.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1896 of 2020) |################## | Elapsed Time: 2:08:40 ETA: 0:08:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1896.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1896.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1897 of 2020) |################## | Elapsed Time: 2:08:43 ETA: 0:07:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1897.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1897.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1898 of 2020) |################## | Elapsed Time: 2:08:48 ETA: 0:08:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1898.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1898.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1899 of 2020) |################## | Elapsed Time: 2:08:51 ETA: 0:07:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1899.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1899.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1900 of 2020) |################## | Elapsed Time: 2:08:55 ETA: 0:08:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1900.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1900.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1901 of 2020) |################## | Elapsed Time: 2:08:59 ETA: 0:07:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1901.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1901.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1902 of 2020) |################## | Elapsed Time: 2:09:03 ETA: 0:06:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1902.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1902.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1903 of 2020) |################## | Elapsed Time: 2:09:07 ETA: 0:07:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1903.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1903.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1904 of 2020) |################## | Elapsed Time: 2:09:11 ETA: 0:07:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1904.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1904.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1905 of 2020) |################## | Elapsed Time: 2:09:15 ETA: 0:07:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1905.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1905.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1906 of 2020) |################## | Elapsed Time: 2:09:19 ETA: 0:07:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1906.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1906.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1907 of 2020) |################## | Elapsed Time: 2:09:22 ETA: 0:06:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1907.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1907.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1908 of 2020) |################## | Elapsed Time: 2:09:26 ETA: 0:07:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1908.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1908.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1909 of 2020) |################## | Elapsed Time: 2:09:30 ETA: 0:07:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1909.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1909.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1910 of 2020) |################## | Elapsed Time: 2:09:34 ETA: 0:06:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1910.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1910.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1911 of 2020) |################## | Elapsed Time: 2:09:38 ETA: 0:07:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1911.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1911.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1912 of 2020) |################## | Elapsed Time: 2:09:42 ETA: 0:07:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1912.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1912.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1913 of 2020) |################## | Elapsed Time: 2:09:46 ETA: 0:06:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1913.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1913.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1914 of 2020) |################## | Elapsed Time: 2:09:50 ETA: 0:07:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1914.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1914.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1915 of 2020) |################## | Elapsed Time: 2:09:54 ETA: 0:06:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1915.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1915.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1916 of 2020) |################## | Elapsed Time: 2:09:58 ETA: 0:06:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1916.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1916.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1917 of 2020) |################## | Elapsed Time: 2:10:02 ETA: 0:06:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1917.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1917.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1918 of 2020) |################## | Elapsed Time: 2:10:06 ETA: 0:06:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1918.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1918.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1919 of 2020) |################### | Elapsed Time: 2:10:10 ETA: 0:07:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1919.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1919.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1920 of 2020) |################### | Elapsed Time: 2:10:15 ETA: 0:07:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1920.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1920.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1921 of 2020) |################### | Elapsed Time: 2:10:18 ETA: 0:06:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1921.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1921.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1922 of 2020) |################### | Elapsed Time: 2:10:22 ETA: 0:06:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1922.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1922.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1923 of 2020) |################### | Elapsed Time: 2:10:26 ETA: 0:06:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1923.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1923.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1924 of 2020) |################### | Elapsed Time: 2:10:30 ETA: 0:06:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1924.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1924.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1925 of 2020) |################### | Elapsed Time: 2:10:34 ETA: 0:06:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1925.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1925.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1926 of 2020) |################### | Elapsed Time: 2:10:38 ETA: 0:05:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1926.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1926.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1927 of 2020) |################### | Elapsed Time: 2:10:42 ETA: 0:06:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1927.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1927.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1928 of 2020) |################### | Elapsed Time: 2:10:46 ETA: 0:06:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1928.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1928.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1929 of 2020) |################### | Elapsed Time: 2:10:49 ETA: 0:05:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1929.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1929.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1930 of 2020) |################### | Elapsed Time: 2:10:54 ETA: 0:06:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1930.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1930.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1931 of 2020) |################### | Elapsed Time: 2:10:57 ETA: 0:05:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1931.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1931.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1932 of 2020) |################### | Elapsed Time: 2:11:01 ETA: 0:05:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1932.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1932.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1933 of 2020) |################### | Elapsed Time: 2:11:05 ETA: 0:05:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1933.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1933.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1934 of 2020) |################### | Elapsed Time: 2:11:09 ETA: 0:05:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1934.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1934.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1935 of 2020) |################### | Elapsed Time: 2:11:13 ETA: 0:05:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1935.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1935.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1936 of 2020) |################### | Elapsed Time: 2:11:17 ETA: 0:05:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1936.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1936.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1937 of 2020) |################### | Elapsed Time: 2:11:21 ETA: 0:04:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1937.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1937.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1938 of 2020) |################### | Elapsed Time: 2:11:25 ETA: 0:05:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1938.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1938.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1939 of 2020) |################### | Elapsed Time: 2:11:28 ETA: 0:04:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1939.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1939.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1940 of 2020) |################### | Elapsed Time: 2:11:32 ETA: 0:05:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1940.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1940.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1941 of 2020) |################### | Elapsed Time: 2:11:36 ETA: 0:05:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1941.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1941.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1942 of 2020) |################### | Elapsed Time: 2:11:40 ETA: 0:04:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1942.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1942.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1943 of 2020) |################### | Elapsed Time: 2:11:44 ETA: 0:05:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1943.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1943.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1944 of 2020) |################### | Elapsed Time: 2:11:48 ETA: 0:05:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1944.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1944.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1945 of 2020) |################### | Elapsed Time: 2:11:52 ETA: 0:04:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1945.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1945.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1946 of 2020) |################### | Elapsed Time: 2:11:56 ETA: 0:05:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1946.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1946.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1947 of 2020) |################### | Elapsed Time: 2:12:00 ETA: 0:04:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1947.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1947.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1948 of 2020) |################### | Elapsed Time: 2:12:04 ETA: 0:04:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1948.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1948.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1949 of 2020) |################### | Elapsed Time: 2:12:08 ETA: 0:04:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1949.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1949.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1950 of 2020) |################### | Elapsed Time: 2:12:12 ETA: 0:04:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1950.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1950.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1951 of 2020) |################### | Elapsed Time: 2:12:16 ETA: 0:04:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1951.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1951.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1952 of 2020) |################### | Elapsed Time: 2:12:20 ETA: 0:04:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1952.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1952.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1953 of 2020) |################### | Elapsed Time: 2:12:23 ETA: 0:03:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1953.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1953.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1954 of 2020) |################### | Elapsed Time: 2:12:27 ETA: 0:04:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1954.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1954.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1955 of 2020) |################### | Elapsed Time: 2:12:31 ETA: 0:04:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1955.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1955.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1956 of 2020) |################### | Elapsed Time: 2:12:35 ETA: 0:04:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1956.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1956.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1957 of 2020) |################### | Elapsed Time: 2:12:39 ETA: 0:04:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1957.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1957.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1958 of 2020) |################### | Elapsed Time: 2:12:43 ETA: 0:03:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1958.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1958.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1959 of 2020) |################### | Elapsed Time: 2:12:47 ETA: 0:04:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1959.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1959.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1960 of 2020) |################### | Elapsed Time: 2:12:51 ETA: 0:03:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1960.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1960.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1961 of 2020) |################### | Elapsed Time: 2:12:55 ETA: 0:03:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1961.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1961.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1962 of 2020) |################### | Elapsed Time: 2:12:59 ETA: 0:03:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1962.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1962.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1963 of 2020) |################### | Elapsed Time: 2:13:03 ETA: 0:03:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1963.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1963.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1964 of 2020) |################### | Elapsed Time: 2:13:07 ETA: 0:03:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1964.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1964.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1965 of 2020) |################### | Elapsed Time: 2:13:11 ETA: 0:03:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1965.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1965.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1966 of 2020) |################### | Elapsed Time: 2:13:15 ETA: 0:03:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1966.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1966.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1967 of 2020) |################### | Elapsed Time: 2:13:18 ETA: 0:03:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1967.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1967.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1968 of 2020) |################### | Elapsed Time: 2:13:22 ETA: 0:03:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1968.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1968.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1969 of 2020) |################### | Elapsed Time: 2:13:26 ETA: 0:03:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1969.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1969.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1970 of 2020) |################### | Elapsed Time: 2:13:30 ETA: 0:03:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1970.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1970.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1971 of 2020) |################### | Elapsed Time: 2:13:34 ETA: 0:03:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1971.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1971.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1972 of 2020) |################### | Elapsed Time: 2:13:38 ETA: 0:03:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1972.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1972.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1973 of 2020) |################### | Elapsed Time: 2:13:42 ETA: 0:03:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1973.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1973.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1974 of 2020) |################### | Elapsed Time: 2:13:46 ETA: 0:02:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1974.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1974.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1975 of 2020) |################### | Elapsed Time: 2:13:50 ETA: 0:03:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1975.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1975.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1976 of 2020) |################### | Elapsed Time: 2:13:54 ETA: 0:02:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1976.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1976.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1977 of 2020) |################### | Elapsed Time: 2:13:58 ETA: 0:02:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1977.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1977.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1978 of 2020) |################### | Elapsed Time: 2:14:02 ETA: 0:02:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1978.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1978.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1979 of 2020) |################### | Elapsed Time: 2:14:06 ETA: 0:02:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1979.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1979.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1980 of 2020) |################### | Elapsed Time: 2:14:10 ETA: 0:02:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1980.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1980.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1981 of 2020) |################### | Elapsed Time: 2:14:14 ETA: 0:02:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1981.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1981.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1982 of 2020) |################### | Elapsed Time: 2:14:17 ETA: 0:02:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1982.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1982.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1983 of 2020) |################### | Elapsed Time: 2:14:21 ETA: 0:02:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1983.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1983.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1984 of 2020) |################### | Elapsed Time: 2:14:25 ETA: 0:02:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1984.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1984.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1985 of 2020) |################### | Elapsed Time: 2:14:29 ETA: 0:02:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1985.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1985.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1986 of 2020) |################### | Elapsed Time: 2:14:33 ETA: 0:02:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1986.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1986.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1987 of 2020) |################### | Elapsed Time: 2:14:37 ETA: 0:01:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1987.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1987.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1988 of 2020) |################### | Elapsed Time: 2:14:41 ETA: 0:02:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1988.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1988.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1989 of 2020) |################### | Elapsed Time: 2:14:45 ETA: 0:02:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1989.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1989.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1990 of 2020) |################### | Elapsed Time: 2:14:48 ETA: 0:01:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1990.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1990.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1991 of 2020) |################### | Elapsed Time: 2:14:52 ETA: 0:01:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1991.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1991.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1992 of 2020) |################### | Elapsed Time: 2:14:56 ETA: 0:01:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1992.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1992.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1993 of 2020) |################### | Elapsed Time: 2:15:00 ETA: 0:01:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1993.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1993.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1994 of 2020) |################### | Elapsed Time: 2:15:04 ETA: 0:01:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1994.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1994.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1995 of 2020) |################### | Elapsed Time: 2:15:08 ETA: 0:01:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1995.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1995.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1996 of 2020) |################### | Elapsed Time: 2:15:12 ETA: 0:01:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1996.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1996.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1997 of 2020) |################### | Elapsed Time: 2:15:16 ETA: 0:01:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1997.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1997.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1998 of 2020) |################### | Elapsed Time: 2:15:20 ETA: 0:01:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1998.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1998.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1999 of 2020) |################### | Elapsed Time: 2:15:24 ETA: 0:01:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1999.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_1999.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:34 ETA: 00:00:00
Total test loss: 3.2548990025520323 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2000.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2000.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2001 of 2020) |################### | Elapsed Time: 2:17:07 ETA: 0:31:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2001.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2001.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2002 of 2020) |################### | Elapsed Time: 2:17:11 ETA: 0:01:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2002.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2002.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2003 of 2020) |################### | Elapsed Time: 2:17:15 ETA: 0:01:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2003.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2003.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2004 of 2020) |################### | Elapsed Time: 2:17:19 ETA: 0:01:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2004.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2004.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2005 of 2020) |################### | Elapsed Time: 2:17:22 ETA: 0:00:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2005.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2005.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2006 of 2020) |################### | Elapsed Time: 2:17:27 ETA: 0:00:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2006.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2006.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2007 of 2020) |################### | Elapsed Time: 2:17:30 ETA: 0:00:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2007.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2007.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2008 of 2020) |################### | Elapsed Time: 2:17:34 ETA: 0:00:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2008.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2008.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2009 of 2020) |################### | Elapsed Time: 2:17:38 ETA: 0:00:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2009.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2009.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2010 of 2020) |################### | Elapsed Time: 2:17:42 ETA: 0:00:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2010.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2010.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2011 of 2020) |################### | Elapsed Time: 2:17:46 ETA: 0:00:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2011.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2011.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2012 of 2020) |################### | Elapsed Time: 2:17:50 ETA: 0:00:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2012.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2012.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2013 of 2020) |################### | Elapsed Time: 2:17:55 ETA: 0:00:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2013.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2013.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2014 of 2020) |################### | Elapsed Time: 2:17:59 ETA: 0:00:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2014.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2014.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2015 of 2020) |################### | Elapsed Time: 2:18:02 ETA: 0:00:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2015.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2015.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2016 of 2020) |################### | Elapsed Time: 2:18:06 ETA: 0:00:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2016.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2016.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2017 of 2020) |################### | Elapsed Time: 2:18:10 ETA: 0:00:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2017.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2017.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2018 of 2020) |################### | Elapsed Time: 2:18:14 ETA: 0:00:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2018.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2018.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2019 of 2020) |################### | Elapsed Time: 2:18:18 ETA: 0:00:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2019.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2019.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 100% (2020 of 2020) |####################| Elapsed Time: 2:18:22 ETA: 00:00:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2020.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch1_2020.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.
Epoch 2 of 10 Epochs Training:
N/A% (0 of 2020) | | Elapsed Time: 0:00:00 ETA: --:--:--
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (2 of 2020) | | Elapsed Time: 0:00:04 ETA: 1:09:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (3 of 2020) | | Elapsed Time: 0:00:07 ETA: 2:09:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_3.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_3.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (4 of 2020) | | Elapsed Time: 0:00:11 ETA: 2:06:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_4.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_4.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (5 of 2020) | | Elapsed Time: 0:00:15 ETA: 2:11:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_5.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_5.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (6 of 2020) | | Elapsed Time: 0:00:19 ETA: 2:09:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_6.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_6.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (7 of 2020) | | Elapsed Time: 0:00:23 ETA: 2:06:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_7.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_7.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (8 of 2020) | | Elapsed Time: 0:00:27 ETA: 2:18:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_8.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_8.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (9 of 2020) | | Elapsed Time: 0:00:31 ETA: 2:12:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_9.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_9.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (10 of 2020) | | Elapsed Time: 0:00:35 ETA: 2:03:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_10.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_10.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (11 of 2020) | | Elapsed Time: 0:00:39 ETA: 2:17:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_11.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_11.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (12 of 2020) | | Elapsed Time: 0:00:42 ETA: 2:03:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_12.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_12.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (13 of 2020) | | Elapsed Time: 0:00:46 ETA: 2:09:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_13.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_13.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (14 of 2020) | | Elapsed Time: 0:00:50 ETA: 2:18:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_14.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_14.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (15 of 2020) | | Elapsed Time: 0:00:54 ETA: 2:02:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_15.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_15.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (16 of 2020) | | Elapsed Time: 0:00:58 ETA: 2:14:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_16.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_16.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (17 of 2020) | | Elapsed Time: 0:01:02 ETA: 2:10:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_17.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_17.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (18 of 2020) | | Elapsed Time: 0:01:06 ETA: 1:59:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_18.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_18.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (19 of 2020) | | Elapsed Time: 0:01:10 ETA: 2:13:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_19.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_19.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (20 of 2020) | | Elapsed Time: 0:01:13 ETA: 2:04:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_20.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_20.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (21 of 2020) | | Elapsed Time: 0:01:17 ETA: 2:17:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_21.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_21.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (22 of 2020) | | Elapsed Time: 0:01:21 ETA: 2:12:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_22.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_22.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (23 of 2020) | | Elapsed Time: 0:01:25 ETA: 1:58:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_23.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_23.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (24 of 2020) | | Elapsed Time: 0:01:29 ETA: 2:13:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_24.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_24.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (25 of 2020) | | Elapsed Time: 0:01:33 ETA: 2:26:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_25.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_25.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (26 of 2020) | | Elapsed Time: 0:01:37 ETA: 2:02:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_26.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_26.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (27 of 2020) | | Elapsed Time: 0:01:41 ETA: 2:16:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_27.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_27.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (28 of 2020) | | Elapsed Time: 0:01:45 ETA: 1:59:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_28.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_28.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (29 of 2020) | | Elapsed Time: 0:01:49 ETA: 2:15:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_29.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_29.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (30 of 2020) | | Elapsed Time: 0:01:53 ETA: 2:09:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_30.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_30.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (31 of 2020) | | Elapsed Time: 0:01:56 ETA: 2:01:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_31.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_31.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (32 of 2020) | | Elapsed Time: 0:02:00 ETA: 2:14:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_32.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_32.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (33 of 2020) | | Elapsed Time: 0:02:04 ETA: 2:11:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_33.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_33.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (34 of 2020) | | Elapsed Time: 0:02:08 ETA: 1:58:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_34.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_34.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (35 of 2020) | | Elapsed Time: 0:02:12 ETA: 2:13:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_35.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_35.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (36 of 2020) | | Elapsed Time: 0:02:16 ETA: 2:02:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_36.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_36.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (37 of 2020) | | Elapsed Time: 0:02:20 ETA: 2:24:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_37.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_37.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (38 of 2020) | | Elapsed Time: 0:02:24 ETA: 2:08:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_38.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_38.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (39 of 2020) | | Elapsed Time: 0:02:28 ETA: 1:58:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_39.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_39.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (40 of 2020) | | Elapsed Time: 0:02:32 ETA: 2:14:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_40.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_40.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (41 of 2020) | | Elapsed Time: 0:02:36 ETA: 2:09:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_41.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_41.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (42 of 2020) | | Elapsed Time: 0:02:39 ETA: 2:05:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_42.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_42.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (43 of 2020) | | Elapsed Time: 0:02:43 ETA: 2:11:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_43.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_43.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (44 of 2020) | | Elapsed Time: 0:02:47 ETA: 2:02:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_44.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_44.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (45 of 2020) | | Elapsed Time: 0:02:51 ETA: 2:23:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_45.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_45.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (46 of 2020) | | Elapsed Time: 0:02:56 ETA: 2:15:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_46.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_46.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (47 of 2020) | | Elapsed Time: 0:02:59 ETA: 2:08:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_47.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_47.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (48 of 2020) | | Elapsed Time: 0:03:04 ETA: 2:16:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_48.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_48.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (49 of 2020) | | Elapsed Time: 0:03:08 ETA: 2:09:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_49.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_49.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (50 of 2020) | | Elapsed Time: 0:03:11 ETA: 2:01:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_50.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_50.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (51 of 2020) | | Elapsed Time: 0:03:15 ETA: 2:13:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_51.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_51.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (52 of 2020) | | Elapsed Time: 0:03:19 ETA: 2:00:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_52.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_52.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (53 of 2020) | | Elapsed Time: 0:03:23 ETA: 2:15:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_53.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_53.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (54 of 2020) | | Elapsed Time: 0:03:27 ETA: 2:04:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_54.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_54.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (55 of 2020) | | Elapsed Time: 0:03:31 ETA: 2:00:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_55.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_55.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (56 of 2020) | | Elapsed Time: 0:03:35 ETA: 2:19:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_56.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_56.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (57 of 2020) | | Elapsed Time: 0:03:39 ETA: 2:15:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_57.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_57.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (58 of 2020) | | Elapsed Time: 0:03:43 ETA: 2:05:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_58.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_58.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (59 of 2020) | | Elapsed Time: 0:03:47 ETA: 2:17:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_59.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_59.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (60 of 2020) | | Elapsed Time: 0:03:51 ETA: 2:04:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_60.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_60.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (61 of 2020) | | Elapsed Time: 0:03:55 ETA: 2:17:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_61.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_61.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (62 of 2020) | | Elapsed Time: 0:03:59 ETA: 2:09:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_62.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_62.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (63 of 2020) | | Elapsed Time: 0:04:03 ETA: 1:56:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_63.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_63.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (64 of 2020) | | Elapsed Time: 0:04:07 ETA: 2:08:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_64.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_64.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (65 of 2020) | | Elapsed Time: 0:04:11 ETA: 2:12:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_65.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_65.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (66 of 2020) | | Elapsed Time: 0:04:14 ETA: 2:02:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_66.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_66.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (67 of 2020) | | Elapsed Time: 0:04:18 ETA: 2:12:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_67.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_67.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (68 of 2020) | | Elapsed Time: 0:04:22 ETA: 1:57:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_68.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_68.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (69 of 2020) | | Elapsed Time: 0:04:26 ETA: 2:11:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_69.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_69.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (70 of 2020) | | Elapsed Time: 0:04:30 ETA: 2:13:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_70.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_70.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (71 of 2020) | | Elapsed Time: 0:04:34 ETA: 2:00:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_71.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_71.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (72 of 2020) | | Elapsed Time: 0:04:38 ETA: 2:15:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_72.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_72.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (73 of 2020) | | Elapsed Time: 0:04:42 ETA: 2:08:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_73.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_73.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (74 of 2020) | | Elapsed Time: 0:04:46 ETA: 1:59:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_74.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_74.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (75 of 2020) | | Elapsed Time: 0:04:50 ETA: 2:13:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_75.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_75.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (76 of 2020) | | Elapsed Time: 0:04:54 ETA: 2:01:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_76.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_76.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (77 of 2020) | | Elapsed Time: 0:04:58 ETA: 2:13:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_77.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_77.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (78 of 2020) | | Elapsed Time: 0:05:02 ETA: 2:04:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_78.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_78.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (79 of 2020) | | Elapsed Time: 0:05:05 ETA: 1:55:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_79.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_79.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (80 of 2020) | | Elapsed Time: 0:05:09 ETA: 2:11:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_80.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_80.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (81 of 2020) | | Elapsed Time: 0:05:13 ETA: 2:06:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_81.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_81.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (82 of 2020) | | Elapsed Time: 0:05:17 ETA: 1:59:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_82.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_82.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (83 of 2020) | | Elapsed Time: 0:05:21 ETA: 2:10:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_83.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_83.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (84 of 2020) | | Elapsed Time: 0:05:25 ETA: 2:10:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_84.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_84.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (85 of 2020) | | Elapsed Time: 0:05:29 ETA: 2:00:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_85.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_85.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (86 of 2020) | | Elapsed Time: 0:05:33 ETA: 2:09:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_86.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_86.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (87 of 2020) | | Elapsed Time: 0:05:37 ETA: 2:05:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_87.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_87.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (88 of 2020) | | Elapsed Time: 0:05:41 ETA: 2:13:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_88.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_88.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (89 of 2020) | | Elapsed Time: 0:05:45 ETA: 2:08:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_89.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_89.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (90 of 2020) | | Elapsed Time: 0:05:48 ETA: 1:58:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_90.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_90.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (91 of 2020) | | Elapsed Time: 0:05:52 ETA: 2:10:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_91.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_91.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (92 of 2020) |# | Elapsed Time: 0:05:57 ETA: 2:10:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_92.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_92.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (93 of 2020) |# | Elapsed Time: 0:06:00 ETA: 1:56:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_93.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_93.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (94 of 2020) |# | Elapsed Time: 0:06:04 ETA: 2:16:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_94.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_94.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (95 of 2020) |# | Elapsed Time: 0:06:08 ETA: 1:57:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_95.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_95.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (96 of 2020) |# | Elapsed Time: 0:06:12 ETA: 2:04:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_96.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_96.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (97 of 2020) |# | Elapsed Time: 0:06:16 ETA: 2:11:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_97.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_97.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (98 of 2020) |# | Elapsed Time: 0:06:20 ETA: 2:01:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_98.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_98.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (99 of 2020) |# | Elapsed Time: 0:06:24 ETA: 2:10:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_99.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_99.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (100 of 2020) |# | Elapsed Time: 0:06:28 ETA: 2:05:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_100.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_100.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (101 of 2020) |# | Elapsed Time: 0:06:32 ETA: 1:57:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_101.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_101.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (102 of 2020) |# | Elapsed Time: 0:06:36 ETA: 2:09:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_102.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_102.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (103 of 2020) |# | Elapsed Time: 0:06:39 ETA: 1:59:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_103.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_103.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (104 of 2020) |# | Elapsed Time: 0:06:44 ETA: 2:15:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_104.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_104.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (105 of 2020) |# | Elapsed Time: 0:06:47 ETA: 2:05:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_105.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_105.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (106 of 2020) |# | Elapsed Time: 0:06:51 ETA: 2:06:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_106.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_106.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (107 of 2020) |# | Elapsed Time: 0:06:55 ETA: 2:09:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_107.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_107.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (108 of 2020) |# | Elapsed Time: 0:07:00 ETA: 2:12:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_108.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_108.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (109 of 2020) |# | Elapsed Time: 0:07:03 ETA: 1:58:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_109.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_109.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (110 of 2020) |# | Elapsed Time: 0:07:07 ETA: 2:09:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_110.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_110.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (111 of 2020) |# | Elapsed Time: 0:07:11 ETA: 1:57:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_111.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_111.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (112 of 2020) |# | Elapsed Time: 0:07:15 ETA: 2:06:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_112.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_112.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (113 of 2020) |# | Elapsed Time: 0:07:19 ETA: 2:06:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_113.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_113.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (114 of 2020) |# | Elapsed Time: 0:07:23 ETA: 1:56:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_114.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_114.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (115 of 2020) |# | Elapsed Time: 0:07:27 ETA: 2:11:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_115.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_115.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (116 of 2020) |# | Elapsed Time: 0:07:31 ETA: 2:03:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_116.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_116.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (117 of 2020) |# | Elapsed Time: 0:07:35 ETA: 1:57:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_117.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_117.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (118 of 2020) |# | Elapsed Time: 0:07:39 ETA: 2:07:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_118.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_118.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (119 of 2020) |# | Elapsed Time: 0:07:42 ETA: 2:02:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_119.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_119.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (120 of 2020) |# | Elapsed Time: 0:07:47 ETA: 2:12:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_120.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_120.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (121 of 2020) |# | Elapsed Time: 0:07:51 ETA: 2:08:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_121.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_121.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (122 of 2020) |# | Elapsed Time: 0:07:54 ETA: 1:57:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_122.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_122.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (123 of 2020) |# | Elapsed Time: 0:07:58 ETA: 2:07:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_123.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_123.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (124 of 2020) |# | Elapsed Time: 0:08:02 ETA: 2:08:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_124.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_124.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (125 of 2020) |# | Elapsed Time: 0:08:06 ETA: 2:03:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_125.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_125.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (126 of 2020) |# | Elapsed Time: 0:08:10 ETA: 2:10:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_126.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_126.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (127 of 2020) |# | Elapsed Time: 0:08:14 ETA: 1:55:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_127.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_127.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (128 of 2020) |# | Elapsed Time: 0:08:18 ETA: 2:09:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_128.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_128.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (129 of 2020) |# | Elapsed Time: 0:08:22 ETA: 2:05:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_129.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_129.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (130 of 2020) |# | Elapsed Time: 0:08:26 ETA: 1:56:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_130.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_130.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (131 of 2020) |# | Elapsed Time: 0:08:30 ETA: 2:14:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_131.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_131.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (132 of 2020) |# | Elapsed Time: 0:08:34 ETA: 2:04:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_132.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_132.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (133 of 2020) |# | Elapsed Time: 0:08:38 ETA: 1:59:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_133.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_133.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (134 of 2020) |# | Elapsed Time: 0:08:42 ETA: 2:05:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_134.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_134.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (135 of 2020) |# | Elapsed Time: 0:08:46 ETA: 1:55:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_135.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_135.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (136 of 2020) |# | Elapsed Time: 0:08:50 ETA: 2:10:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_136.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_136.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (137 of 2020) |# | Elapsed Time: 0:08:54 ETA: 2:03:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_137.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_137.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (138 of 2020) |# | Elapsed Time: 0:08:57 ETA: 1:53:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_138.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_138.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (139 of 2020) |# | Elapsed Time: 0:09:01 ETA: 2:07:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_139.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_139.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (140 of 2020) |# | Elapsed Time: 0:09:05 ETA: 2:01:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_140.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_140.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (141 of 2020) |# | Elapsed Time: 0:09:09 ETA: 2:01:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_141.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_141.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (142 of 2020) |# | Elapsed Time: 0:09:13 ETA: 2:10:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_142.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_142.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (143 of 2020) |# | Elapsed Time: 0:09:17 ETA: 1:56:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_143.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_143.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (144 of 2020) |# | Elapsed Time: 0:09:21 ETA: 2:08:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_144.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_144.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (145 of 2020) |# | Elapsed Time: 0:09:25 ETA: 2:05:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_145.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_145.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (146 of 2020) |# | Elapsed Time: 0:09:29 ETA: 1:57:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_146.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_146.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (147 of 2020) |# | Elapsed Time: 0:09:33 ETA: 2:19:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_147.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_147.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (148 of 2020) |# | Elapsed Time: 0:09:38 ETA: 2:08:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_148.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_148.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (149 of 2020) |# | Elapsed Time: 0:09:41 ETA: 1:55:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_149.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_149.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (150 of 2020) |# | Elapsed Time: 0:09:45 ETA: 2:07:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_150.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_150.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (151 of 2020) |# | Elapsed Time: 0:09:49 ETA: 2:00:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_151.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_151.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (152 of 2020) |# | Elapsed Time: 0:09:53 ETA: 2:06:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_152.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_152.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (153 of 2020) |# | Elapsed Time: 0:09:57 ETA: 2:04:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_153.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_153.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (154 of 2020) |# | Elapsed Time: 0:10:01 ETA: 2:01:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_154.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_154.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (155 of 2020) |# | Elapsed Time: 0:10:05 ETA: 2:10:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_155.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_155.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (156 of 2020) |# | Elapsed Time: 0:10:09 ETA: 2:04:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_156.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_156.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (157 of 2020) |# | Elapsed Time: 0:10:13 ETA: 1:47:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_157.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_157.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (158 of 2020) |# | Elapsed Time: 0:10:17 ETA: 2:10:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_158.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_158.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (159 of 2020) |# | Elapsed Time: 0:10:21 ETA: 1:57:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_159.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_159.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (160 of 2020) |# | Elapsed Time: 0:10:25 ETA: 2:05:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_160.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_160.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (161 of 2020) |# | Elapsed Time: 0:10:29 ETA: 2:02:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_161.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_161.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (162 of 2020) |# | Elapsed Time: 0:10:33 ETA: 1:53:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_162.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_162.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (163 of 2020) |# | Elapsed Time: 0:10:37 ETA: 2:10:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_163.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_163.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (164 of 2020) |# | Elapsed Time: 0:10:41 ETA: 2:02:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_164.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_164.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (165 of 2020) |# | Elapsed Time: 0:10:44 ETA: 1:55:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_165.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_165.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (166 of 2020) |# | Elapsed Time: 0:10:49 ETA: 2:05:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_166.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_166.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (167 of 2020) |# | Elapsed Time: 0:10:52 ETA: 1:53:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_167.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_167.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (168 of 2020) |# | Elapsed Time: 0:10:56 ETA: 2:05:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_168.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_168.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (169 of 2020) |# | Elapsed Time: 0:11:00 ETA: 2:06:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_169.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_169.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (170 of 2020) |# | Elapsed Time: 0:11:04 ETA: 1:57:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_170.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_170.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (171 of 2020) |# | Elapsed Time: 0:11:08 ETA: 2:06:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_171.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_171.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (172 of 2020) |# | Elapsed Time: 0:11:12 ETA: 2:02:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_172.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_172.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (173 of 2020) |# | Elapsed Time: 0:11:16 ETA: 1:52:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_173.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_173.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (174 of 2020) |# | Elapsed Time: 0:11:20 ETA: 2:08:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_174.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_174.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (175 of 2020) |# | Elapsed Time: 0:11:24 ETA: 1:55:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_175.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_175.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (176 of 2020) |# | Elapsed Time: 0:11:28 ETA: 2:06:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_176.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_176.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (177 of 2020) |# | Elapsed Time: 0:11:32 ETA: 2:03:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_177.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_177.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (178 of 2020) |# | Elapsed Time: 0:11:36 ETA: 1:51:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_178.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_178.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (179 of 2020) |# | Elapsed Time: 0:11:40 ETA: 2:05:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_179.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_179.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (180 of 2020) |# | Elapsed Time: 0:11:44 ETA: 2:05:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_180.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_180.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (181 of 2020) |# | Elapsed Time: 0:11:47 ETA: 1:50:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_181.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_181.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (182 of 2020) |# | Elapsed Time: 0:11:51 ETA: 2:03:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_182.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_182.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (183 of 2020) |# | Elapsed Time: 0:11:55 ETA: 1:50:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_183.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_183.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (184 of 2020) |# | Elapsed Time: 0:11:59 ETA: 2:08:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_184.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_184.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (185 of 2020) |# | Elapsed Time: 0:12:03 ETA: 2:00:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_185.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_185.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (186 of 2020) |# | Elapsed Time: 0:12:07 ETA: 1:52:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_186.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_186.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (187 of 2020) |# | Elapsed Time: 0:12:11 ETA: 2:08:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_187.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_187.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (188 of 2020) |# | Elapsed Time: 0:12:15 ETA: 2:04:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_188.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_188.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (189 of 2020) |# | Elapsed Time: 0:12:19 ETA: 1:47:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_189.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_189.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (190 of 2020) |# | Elapsed Time: 0:12:23 ETA: 2:07:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_190.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_190.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (191 of 2020) |# | Elapsed Time: 0:12:27 ETA: 1:53:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_191.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_191.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (192 of 2020) |# | Elapsed Time: 0:12:31 ETA: 1:59:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_192.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_192.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (193 of 2020) |## | Elapsed Time: 0:12:34 ETA: 1:59:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_193.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_193.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (194 of 2020) |## | Elapsed Time: 0:12:38 ETA: 2:02:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_194.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_194.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (195 of 2020) |## | Elapsed Time: 0:12:43 ETA: 2:07:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_195.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_195.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (196 of 2020) |## | Elapsed Time: 0:12:47 ETA: 2:00:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_196.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_196.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (197 of 2020) |## | Elapsed Time: 0:12:50 ETA: 1:52:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_197.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_197.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (198 of 2020) |## | Elapsed Time: 0:12:55 ETA: 2:08:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_198.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_198.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (199 of 2020) |## | Elapsed Time: 0:12:58 ETA: 1:54:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_199.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_199.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (200 of 2020) |## | Elapsed Time: 0:13:03 ETA: 2:18:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_200.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_200.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (201 of 2020) |## | Elapsed Time: 0:13:07 ETA: 2:03:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_201.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_201.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (202 of 2020) |## | Elapsed Time: 0:13:11 ETA: 1:53:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_202.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_202.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (203 of 2020) |## | Elapsed Time: 0:13:15 ETA: 2:09:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_203.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_203.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (204 of 2020) |## | Elapsed Time: 0:13:19 ETA: 2:14:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_204.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_204.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (205 of 2020) |## | Elapsed Time: 0:13:23 ETA: 1:53:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_205.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_205.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (206 of 2020) |## | Elapsed Time: 0:13:27 ETA: 2:09:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_206.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_206.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (207 of 2020) |## | Elapsed Time: 0:13:31 ETA: 1:47:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_207.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_207.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (208 of 2020) |## | Elapsed Time: 0:13:35 ETA: 2:13:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_208.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_208.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (209 of 2020) |## | Elapsed Time: 0:13:39 ETA: 1:57:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_209.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_209.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (210 of 2020) |## | Elapsed Time: 0:13:43 ETA: 1:54:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_210.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_210.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (211 of 2020) |## | Elapsed Time: 0:13:47 ETA: 2:02:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_211.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_211.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (212 of 2020) |## | Elapsed Time: 0:13:51 ETA: 1:59:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_212.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_212.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (213 of 2020) |## | Elapsed Time: 0:13:55 ETA: 1:53:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_213.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_213.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (214 of 2020) |## | Elapsed Time: 0:13:59 ETA: 2:09:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_214.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_214.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (215 of 2020) |## | Elapsed Time: 0:14:03 ETA: 1:54:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_215.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_215.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (216 of 2020) |## | Elapsed Time: 0:14:07 ETA: 2:02:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_216.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_216.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (217 of 2020) |## | Elapsed Time: 0:14:11 ETA: 1:55:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_217.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_217.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (218 of 2020) |## | Elapsed Time: 0:14:15 ETA: 1:51:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_218.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_218.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (219 of 2020) |## | Elapsed Time: 0:14:19 ETA: 2:01:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_219.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_219.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (220 of 2020) |## | Elapsed Time: 0:14:23 ETA: 1:56:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_220.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_220.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (221 of 2020) |## | Elapsed Time: 0:14:26 ETA: 1:51:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_221.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_221.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (222 of 2020) |## | Elapsed Time: 0:14:31 ETA: 2:11:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_222.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_222.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (223 of 2020) |## | Elapsed Time: 0:14:35 ETA: 1:59:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_223.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_223.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (224 of 2020) |## | Elapsed Time: 0:14:39 ETA: 2:04:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_224.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_224.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (225 of 2020) |## | Elapsed Time: 0:14:43 ETA: 1:56:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_225.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_225.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (226 of 2020) |## | Elapsed Time: 0:14:47 ETA: 1:55:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_226.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_226.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (227 of 2020) |## | Elapsed Time: 0:14:51 ETA: 2:12:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_227.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_227.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (228 of 2020) |## | Elapsed Time: 0:14:55 ETA: 2:00:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_228.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_228.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (229 of 2020) |## | Elapsed Time: 0:14:59 ETA: 1:53:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_229.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_229.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (230 of 2020) |## | Elapsed Time: 0:15:03 ETA: 2:00:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_230.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_230.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (231 of 2020) |## | Elapsed Time: 0:15:07 ETA: 1:53:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_231.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_231.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (232 of 2020) |## | Elapsed Time: 0:15:11 ETA: 2:02:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_232.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_232.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (233 of 2020) |## | Elapsed Time: 0:15:15 ETA: 2:07:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_233.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_233.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (234 of 2020) |## | Elapsed Time: 0:15:19 ETA: 1:51:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_234.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_234.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (235 of 2020) |## | Elapsed Time: 0:15:23 ETA: 2:05:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_235.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_235.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (236 of 2020) |## | Elapsed Time: 0:15:27 ETA: 1:59:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_236.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_236.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (237 of 2020) |## | Elapsed Time: 0:15:31 ETA: 1:57:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_237.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_237.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (238 of 2020) |## | Elapsed Time: 0:15:35 ETA: 2:01:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_238.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_238.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (239 of 2020) |## | Elapsed Time: 0:15:39 ETA: 1:50:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_239.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_239.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (240 of 2020) |## | Elapsed Time: 0:15:43 ETA: 2:12:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_240.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_240.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (241 of 2020) |## | Elapsed Time: 0:15:47 ETA: 2:03:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_241.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_241.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (242 of 2020) |## | Elapsed Time: 0:15:51 ETA: 1:53:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_242.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_242.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (243 of 2020) |## | Elapsed Time: 0:15:56 ETA: 2:10:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_243.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_243.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (244 of 2020) |## | Elapsed Time: 0:16:00 ETA: 2:09:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_244.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_244.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (245 of 2020) |## | Elapsed Time: 0:16:04 ETA: 1:51:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_245.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_245.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (246 of 2020) |## | Elapsed Time: 0:16:08 ETA: 2:08:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_246.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_246.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (247 of 2020) |## | Elapsed Time: 0:16:12 ETA: 1:48:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_247.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_247.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (248 of 2020) |## | Elapsed Time: 0:16:16 ETA: 2:01:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_248.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_248.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (249 of 2020) |## | Elapsed Time: 0:16:20 ETA: 1:58:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_249.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_249.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (250 of 2020) |## | Elapsed Time: 0:16:24 ETA: 1:45:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_250.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_250.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (251 of 2020) |## | Elapsed Time: 0:16:28 ETA: 2:11:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_251.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_251.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (252 of 2020) |## | Elapsed Time: 0:16:32 ETA: 2:07:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_252.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_252.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (253 of 2020) |## | Elapsed Time: 0:16:36 ETA: 1:55:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_253.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_253.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (254 of 2020) |## | Elapsed Time: 0:16:40 ETA: 1:57:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_254.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_254.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (255 of 2020) |## | Elapsed Time: 0:16:44 ETA: 1:47:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_255.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_255.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (256 of 2020) |## | Elapsed Time: 0:16:48 ETA: 1:57:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_256.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_256.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (257 of 2020) |## | Elapsed Time: 0:16:52 ETA: 1:59:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_257.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_257.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (258 of 2020) |## | Elapsed Time: 0:16:56 ETA: 1:50:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_258.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_258.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (259 of 2020) |## | Elapsed Time: 0:17:00 ETA: 2:00:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_259.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_259.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (260 of 2020) |## | Elapsed Time: 0:17:04 ETA: 2:01:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_260.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_260.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (261 of 2020) |## | Elapsed Time: 0:17:08 ETA: 1:53:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_261.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_261.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (262 of 2020) |## | Elapsed Time: 0:17:12 ETA: 1:57:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_262.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_262.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (263 of 2020) |## | Elapsed Time: 0:17:16 ETA: 1:48:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_263.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_263.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (264 of 2020) |## | Elapsed Time: 0:17:19 ETA: 1:55:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_264.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_264.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (265 of 2020) |## | Elapsed Time: 0:17:23 ETA: 1:55:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_265.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_265.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (266 of 2020) |## | Elapsed Time: 0:17:27 ETA: 1:47:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_266.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_266.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (267 of 2020) |## | Elapsed Time: 0:17:31 ETA: 1:56:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_267.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_267.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (268 of 2020) |## | Elapsed Time: 0:17:35 ETA: 1:59:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_268.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_268.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (269 of 2020) |## | Elapsed Time: 0:17:39 ETA: 1:44:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_269.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_269.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (270 of 2020) |## | Elapsed Time: 0:17:43 ETA: 1:59:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_270.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_270.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (271 of 2020) |## | Elapsed Time: 0:17:46 ETA: 1:44:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_271.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_271.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (272 of 2020) |## | Elapsed Time: 0:17:51 ETA: 1:58:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_272.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_272.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (273 of 2020) |## | Elapsed Time: 0:17:55 ETA: 1:55:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_273.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_273.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (274 of 2020) |## | Elapsed Time: 0:17:58 ETA: 1:47:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_274.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_274.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (275 of 2020) |## | Elapsed Time: 0:18:02 ETA: 1:58:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_275.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_275.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (276 of 2020) |## | Elapsed Time: 0:18:06 ETA: 1:54:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_276.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_276.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (277 of 2020) |## | Elapsed Time: 0:18:10 ETA: 1:45:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_277.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_277.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (278 of 2020) |## | Elapsed Time: 0:18:14 ETA: 1:57:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_278.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_278.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (279 of 2020) |## | Elapsed Time: 0:18:18 ETA: 1:51:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_279.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_279.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (280 of 2020) |## | Elapsed Time: 0:18:22 ETA: 2:00:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_280.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_280.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (281 of 2020) |## | Elapsed Time: 0:18:26 ETA: 1:55:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_281.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_281.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (282 of 2020) |## | Elapsed Time: 0:18:30 ETA: 1:49:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_282.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_282.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (283 of 2020) |## | Elapsed Time: 0:18:34 ETA: 1:55:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_283.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_283.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (284 of 2020) |## | Elapsed Time: 0:18:38 ETA: 1:56:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_284.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_284.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (285 of 2020) |## | Elapsed Time: 0:18:42 ETA: 1:49:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_285.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_285.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (286 of 2020) |## | Elapsed Time: 0:18:46 ETA: 1:57:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_286.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_286.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (287 of 2020) |## | Elapsed Time: 0:18:49 ETA: 1:48:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_287.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_287.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (288 of 2020) |## | Elapsed Time: 0:18:53 ETA: 1:59:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_288.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_288.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (289 of 2020) |### | Elapsed Time: 0:18:57 ETA: 1:55:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_289.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_289.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (290 of 2020) |### | Elapsed Time: 0:19:01 ETA: 1:46:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_290.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_290.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (291 of 2020) |### | Elapsed Time: 0:19:05 ETA: 2:00:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_291.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_291.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (292 of 2020) |### | Elapsed Time: 0:19:09 ETA: 1:55:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_292.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_292.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (293 of 2020) |### | Elapsed Time: 0:19:13 ETA: 1:43:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_293.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_293.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (294 of 2020) |### | Elapsed Time: 0:19:17 ETA: 1:55:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_294.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_294.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (295 of 2020) |### | Elapsed Time: 0:19:21 ETA: 1:49:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_295.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_295.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (296 of 2020) |### | Elapsed Time: 0:19:25 ETA: 1:55:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_296.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_296.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (297 of 2020) |### | Elapsed Time: 0:19:29 ETA: 1:57:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_297.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_297.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (298 of 2020) |### | Elapsed Time: 0:19:33 ETA: 1:43:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_298.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_298.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (299 of 2020) |### | Elapsed Time: 0:19:37 ETA: 1:58:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_299.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_299.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (300 of 2020) |### | Elapsed Time: 0:19:41 ETA: 1:57:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_300.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_300.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (301 of 2020) |### | Elapsed Time: 0:19:44 ETA: 1:44:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_301.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_301.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (302 of 2020) |### | Elapsed Time: 0:19:48 ETA: 1:55:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_302.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_302.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (303 of 2020) |### | Elapsed Time: 0:19:52 ETA: 1:49:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_303.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_303.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (304 of 2020) |### | Elapsed Time: 0:19:56 ETA: 1:54:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_304.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_304.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (305 of 2020) |### | Elapsed Time: 0:20:00 ETA: 1:55:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_305.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_305.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (306 of 2020) |### | Elapsed Time: 0:20:04 ETA: 1:43:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_306.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_306.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (307 of 2020) |### | Elapsed Time: 0:20:08 ETA: 1:54:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_307.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_307.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (308 of 2020) |### | Elapsed Time: 0:20:12 ETA: 1:52:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_308.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_308.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (309 of 2020) |### | Elapsed Time: 0:20:16 ETA: 1:45:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_309.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_309.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (310 of 2020) |### | Elapsed Time: 0:20:20 ETA: 2:00:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_310.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_310.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (311 of 2020) |### | Elapsed Time: 0:20:23 ETA: 1:43:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_311.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_311.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (312 of 2020) |### | Elapsed Time: 0:20:28 ETA: 1:55:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_312.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_312.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (313 of 2020) |### | Elapsed Time: 0:20:32 ETA: 2:00:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_313.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_313.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (314 of 2020) |### | Elapsed Time: 0:20:36 ETA: 1:46:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_314.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_314.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (315 of 2020) |### | Elapsed Time: 0:20:40 ETA: 1:56:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_315.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_315.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (316 of 2020) |### | Elapsed Time: 0:20:44 ETA: 1:51:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_316.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_316.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (317 of 2020) |### | Elapsed Time: 0:20:47 ETA: 1:47:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_317.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_317.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (318 of 2020) |### | Elapsed Time: 0:20:52 ETA: 1:58:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_318.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_318.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (319 of 2020) |### | Elapsed Time: 0:20:55 ETA: 1:45:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_319.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_319.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (320 of 2020) |### | Elapsed Time: 0:20:59 ETA: 1:55:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_320.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_320.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (321 of 2020) |### | Elapsed Time: 0:21:03 ETA: 1:54:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_321.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_321.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (322 of 2020) |### | Elapsed Time: 0:21:07 ETA: 1:41:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_322.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_322.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (323 of 2020) |### | Elapsed Time: 0:21:11 ETA: 1:56:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_323.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_323.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (324 of 2020) |### | Elapsed Time: 0:21:15 ETA: 1:50:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_324.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_324.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (325 of 2020) |### | Elapsed Time: 0:21:19 ETA: 1:45:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_325.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_325.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (326 of 2020) |### | Elapsed Time: 0:21:23 ETA: 1:54:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_326.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_326.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (327 of 2020) |### | Elapsed Time: 0:21:27 ETA: 1:47:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_327.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_327.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (328 of 2020) |### | Elapsed Time: 0:21:31 ETA: 1:52:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_328.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_328.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (329 of 2020) |### | Elapsed Time: 0:21:34 ETA: 1:49:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_329.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_329.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (330 of 2020) |### | Elapsed Time: 0:21:38 ETA: 1:44:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_330.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_330.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (331 of 2020) |### | Elapsed Time: 0:21:42 ETA: 1:59:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_331.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_331.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (332 of 2020) |### | Elapsed Time: 0:21:47 ETA: 2:03:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_332.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_332.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (333 of 2020) |### | Elapsed Time: 0:21:50 ETA: 1:44:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_333.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_333.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (334 of 2020) |### | Elapsed Time: 0:21:55 ETA: 1:53:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_334.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_334.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (335 of 2020) |### | Elapsed Time: 0:21:58 ETA: 1:43:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_335.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_335.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (336 of 2020) |### | Elapsed Time: 0:22:02 ETA: 1:55:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_336.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_336.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (337 of 2020) |### | Elapsed Time: 0:22:06 ETA: 1:51:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_337.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_337.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (338 of 2020) |### | Elapsed Time: 0:22:10 ETA: 1:42:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_338.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_338.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (339 of 2020) |### | Elapsed Time: 0:22:14 ETA: 1:55:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_339.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_339.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (340 of 2020) |### | Elapsed Time: 0:22:18 ETA: 1:47:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_340.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_340.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (341 of 2020) |### | Elapsed Time: 0:22:22 ETA: 1:42:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_341.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_341.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (342 of 2020) |### | Elapsed Time: 0:22:26 ETA: 1:52:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_342.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_342.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (343 of 2020) |### | Elapsed Time: 0:22:29 ETA: 1:42:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_343.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_343.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (344 of 2020) |### | Elapsed Time: 0:22:33 ETA: 1:56:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_344.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_344.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (345 of 2020) |### | Elapsed Time: 0:22:37 ETA: 1:50:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_345.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_345.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (346 of 2020) |### | Elapsed Time: 0:22:41 ETA: 1:43:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_346.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_346.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (347 of 2020) |### | Elapsed Time: 0:22:45 ETA: 1:53:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_347.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_347.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (348 of 2020) |### | Elapsed Time: 0:22:49 ETA: 1:48:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_348.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_348.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (349 of 2020) |### | Elapsed Time: 0:22:53 ETA: 1:46:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_349.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_349.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (350 of 2020) |### | Elapsed Time: 0:22:57 ETA: 1:50:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_350.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_350.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (351 of 2020) |### | Elapsed Time: 0:23:01 ETA: 1:44:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_351.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_351.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (352 of 2020) |### | Elapsed Time: 0:23:05 ETA: 1:52:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_352.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_352.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (353 of 2020) |### | Elapsed Time: 0:23:09 ETA: 1:52:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_353.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_353.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (354 of 2020) |### | Elapsed Time: 0:23:12 ETA: 1:43:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_354.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_354.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (355 of 2020) |### | Elapsed Time: 0:23:17 ETA: 1:56:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_355.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_355.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (356 of 2020) |### | Elapsed Time: 0:23:21 ETA: 1:48:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_356.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_356.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (357 of 2020) |### | Elapsed Time: 0:23:24 ETA: 1:39:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_357.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_357.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (358 of 2020) |### | Elapsed Time: 0:23:28 ETA: 1:54:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_358.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_358.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (359 of 2020) |### | Elapsed Time: 0:23:32 ETA: 1:40:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_359.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_359.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (360 of 2020) |### | Elapsed Time: 0:23:36 ETA: 1:52:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_360.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_360.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (361 of 2020) |### | Elapsed Time: 0:23:40 ETA: 1:50:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_361.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_361.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (362 of 2020) |### | Elapsed Time: 0:23:43 ETA: 1:35:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_362.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_362.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (363 of 2020) |### | Elapsed Time: 0:23:48 ETA: 1:52:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_363.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_363.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (364 of 2020) |### | Elapsed Time: 0:23:52 ETA: 1:49:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_364.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_364.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (365 of 2020) |### | Elapsed Time: 0:23:55 ETA: 1:39:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_365.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_365.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (366 of 2020) |### | Elapsed Time: 0:23:59 ETA: 1:49:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_366.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_366.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (367 of 2020) |### | Elapsed Time: 0:24:03 ETA: 1:41:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_367.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_367.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (368 of 2020) |### | Elapsed Time: 0:24:07 ETA: 1:48:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_368.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_368.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (369 of 2020) |### | Elapsed Time: 0:24:11 ETA: 1:52:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_369.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_369.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (370 of 2020) |### | Elapsed Time: 0:24:14 ETA: 1:40:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_370.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_370.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (371 of 2020) |### | Elapsed Time: 0:24:19 ETA: 1:52:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_371.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_371.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (372 of 2020) |### | Elapsed Time: 0:24:23 ETA: 1:50:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_372.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_372.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (373 of 2020) |### | Elapsed Time: 0:24:26 ETA: 1:41:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_373.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_373.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (374 of 2020) |### | Elapsed Time: 0:24:31 ETA: 1:57:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_374.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_374.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (375 of 2020) |### | Elapsed Time: 0:24:34 ETA: 1:42:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_375.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_375.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (376 of 2020) |### | Elapsed Time: 0:24:38 ETA: 1:49:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_376.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_376.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (377 of 2020) |### | Elapsed Time: 0:24:42 ETA: 1:47:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_377.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_377.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (378 of 2020) |### | Elapsed Time: 0:24:46 ETA: 1:39:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_378.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_378.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (379 of 2020) |### | Elapsed Time: 0:24:50 ETA: 1:46:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_379.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_379.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (380 of 2020) |### | Elapsed Time: 0:24:54 ETA: 1:50:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_380.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_380.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (381 of 2020) |### | Elapsed Time: 0:24:58 ETA: 1:42:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_381.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_381.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (382 of 2020) |### | Elapsed Time: 0:25:02 ETA: 2:00:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_382.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_382.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (383 of 2020) |### | Elapsed Time: 0:25:06 ETA: 1:43:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_383.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_383.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (384 of 2020) |### | Elapsed Time: 0:25:10 ETA: 1:49:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_384.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_384.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (385 of 2020) |#### | Elapsed Time: 0:25:14 ETA: 1:47:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_385.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_385.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (386 of 2020) |#### | Elapsed Time: 0:25:17 ETA: 1:42:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_386.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_386.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (387 of 2020) |#### | Elapsed Time: 0:25:22 ETA: 1:49:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_387.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_387.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (388 of 2020) |#### | Elapsed Time: 0:25:26 ETA: 1:50:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_388.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_388.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (389 of 2020) |#### | Elapsed Time: 0:25:29 ETA: 1:44:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_389.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_389.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (390 of 2020) |#### | Elapsed Time: 0:25:33 ETA: 1:49:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_390.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_390.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (391 of 2020) |#### | Elapsed Time: 0:25:37 ETA: 1:43:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_391.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_391.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (392 of 2020) |#### | Elapsed Time: 0:25:41 ETA: 1:54:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_392.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_392.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (393 of 2020) |#### | Elapsed Time: 0:25:45 ETA: 1:46:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_393.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_393.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (394 of 2020) |#### | Elapsed Time: 0:25:49 ETA: 1:38:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_394.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_394.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (395 of 2020) |#### | Elapsed Time: 0:25:53 ETA: 1:52:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_395.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_395.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (396 of 2020) |#### | Elapsed Time: 0:25:57 ETA: 1:44:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_396.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_396.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (397 of 2020) |#### | Elapsed Time: 0:26:01 ETA: 1:41:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_397.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_397.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (398 of 2020) |#### | Elapsed Time: 0:26:05 ETA: 1:55:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_398.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_398.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (399 of 2020) |#### | Elapsed Time: 0:26:09 ETA: 1:37:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_399.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_399.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (400 of 2020) |#### | Elapsed Time: 0:26:13 ETA: 1:51:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_400.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_400.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (401 of 2020) |#### | Elapsed Time: 0:26:17 ETA: 1:48:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_401.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_401.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (402 of 2020) |#### | Elapsed Time: 0:26:21 ETA: 1:40:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_402.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_402.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (403 of 2020) |#### | Elapsed Time: 0:26:25 ETA: 1:48:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_403.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_403.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (404 of 2020) |#### | Elapsed Time: 0:26:29 ETA: 1:51:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_404.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_404.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (405 of 2020) |#### | Elapsed Time: 0:26:32 ETA: 1:41:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_405.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_405.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (406 of 2020) |#### | Elapsed Time: 0:26:37 ETA: 1:49:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_406.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_406.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (407 of 2020) |#### | Elapsed Time: 0:26:40 ETA: 1:42:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_407.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_407.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (408 of 2020) |#### | Elapsed Time: 0:26:44 ETA: 1:46:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_408.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_408.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (409 of 2020) |#### | Elapsed Time: 0:26:48 ETA: 1:46:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_409.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_409.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (410 of 2020) |#### | Elapsed Time: 0:26:52 ETA: 1:38:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_410.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_410.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (411 of 2020) |#### | Elapsed Time: 0:26:56 ETA: 1:51:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_411.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_411.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (412 of 2020) |#### | Elapsed Time: 0:27:00 ETA: 1:52:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_412.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_412.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (413 of 2020) |#### | Elapsed Time: 0:27:04 ETA: 1:36:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_413.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_413.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (414 of 2020) |#### | Elapsed Time: 0:27:08 ETA: 1:53:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_414.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_414.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (415 of 2020) |#### | Elapsed Time: 0:27:12 ETA: 1:39:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_415.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_415.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (416 of 2020) |#### | Elapsed Time: 0:27:16 ETA: 1:50:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_416.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_416.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (417 of 2020) |#### | Elapsed Time: 0:27:20 ETA: 1:47:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_417.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_417.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (418 of 2020) |#### | Elapsed Time: 0:27:24 ETA: 1:41:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_418.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_418.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (419 of 2020) |#### | Elapsed Time: 0:27:28 ETA: 1:48:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_419.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_419.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (420 of 2020) |#### | Elapsed Time: 0:27:32 ETA: 1:45:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_420.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_420.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (421 of 2020) |#### | Elapsed Time: 0:27:36 ETA: 1:39:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_421.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_421.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (422 of 2020) |#### | Elapsed Time: 0:27:40 ETA: 1:49:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_422.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_422.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (423 of 2020) |#### | Elapsed Time: 0:27:43 ETA: 1:39:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_423.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_423.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (424 of 2020) |#### | Elapsed Time: 0:27:48 ETA: 1:50:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_424.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_424.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (425 of 2020) |#### | Elapsed Time: 0:27:52 ETA: 1:45:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_425.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_425.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (426 of 2020) |#### | Elapsed Time: 0:27:55 ETA: 1:38:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_426.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_426.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (427 of 2020) |#### | Elapsed Time: 0:27:59 ETA: 1:47:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_427.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_427.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (428 of 2020) |#### | Elapsed Time: 0:28:03 ETA: 1:42:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_428.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_428.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (429 of 2020) |#### | Elapsed Time: 0:28:07 ETA: 1:41:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_429.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_429.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (430 of 2020) |#### | Elapsed Time: 0:28:11 ETA: 1:50:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_430.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_430.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (431 of 2020) |#### | Elapsed Time: 0:28:15 ETA: 1:36:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_431.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_431.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (432 of 2020) |#### | Elapsed Time: 0:28:19 ETA: 1:47:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_432.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_432.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (433 of 2020) |#### | Elapsed Time: 0:28:23 ETA: 1:49:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_433.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_433.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (434 of 2020) |#### | Elapsed Time: 0:28:27 ETA: 1:36:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_434.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_434.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (435 of 2020) |#### | Elapsed Time: 0:28:31 ETA: 1:48:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_435.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_435.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (436 of 2020) |#### | Elapsed Time: 0:28:35 ETA: 1:44:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_436.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_436.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (437 of 2020) |#### | Elapsed Time: 0:28:38 ETA: 1:35:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_437.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_437.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (438 of 2020) |#### | Elapsed Time: 0:28:42 ETA: 1:46:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_438.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_438.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (439 of 2020) |#### | Elapsed Time: 0:28:46 ETA: 1:37:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_439.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_439.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (440 of 2020) |#### | Elapsed Time: 0:28:50 ETA: 1:51:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_440.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_440.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (441 of 2020) |#### | Elapsed Time: 0:28:54 ETA: 1:44:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_441.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_441.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (442 of 2020) |#### | Elapsed Time: 0:28:58 ETA: 1:39:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_442.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_442.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (443 of 2020) |#### | Elapsed Time: 0:29:02 ETA: 1:49:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_443.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_443.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (444 of 2020) |#### | Elapsed Time: 0:29:06 ETA: 1:46:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_444.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_444.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (445 of 2020) |#### | Elapsed Time: 0:29:10 ETA: 1:42:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_445.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_445.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (446 of 2020) |#### | Elapsed Time: 0:29:14 ETA: 1:47:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_446.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_446.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (447 of 2020) |#### | Elapsed Time: 0:29:18 ETA: 1:39:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_447.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_447.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (448 of 2020) |#### | Elapsed Time: 0:29:22 ETA: 1:48:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_448.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_448.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (449 of 2020) |#### | Elapsed Time: 0:29:26 ETA: 1:45:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_449.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_449.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (450 of 2020) |#### | Elapsed Time: 0:29:30 ETA: 1:36:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_450.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_450.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (451 of 2020) |#### | Elapsed Time: 0:29:34 ETA: 1:49:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_451.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_451.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (452 of 2020) |#### | Elapsed Time: 0:29:38 ETA: 1:46:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_452.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_452.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (453 of 2020) |#### | Elapsed Time: 0:29:42 ETA: 1:40:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_453.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_453.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (454 of 2020) |#### | Elapsed Time: 0:29:46 ETA: 1:48:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_454.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_454.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (455 of 2020) |#### | Elapsed Time: 0:29:50 ETA: 1:32:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_455.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_455.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (456 of 2020) |#### | Elapsed Time: 0:29:54 ETA: 1:45:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_456.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_456.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (457 of 2020) |#### | Elapsed Time: 0:29:58 ETA: 1:44:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_457.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_457.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (458 of 2020) |#### | Elapsed Time: 0:30:02 ETA: 1:36:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_458.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_458.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (459 of 2020) |#### | Elapsed Time: 0:30:06 ETA: 1:45:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_459.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_459.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (460 of 2020) |#### | Elapsed Time: 0:30:10 ETA: 1:43:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_460.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_460.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (461 of 2020) |#### | Elapsed Time: 0:30:14 ETA: 1:41:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_461.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_461.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (462 of 2020) |#### | Elapsed Time: 0:30:18 ETA: 1:50:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_462.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_462.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (463 of 2020) |#### | Elapsed Time: 0:30:22 ETA: 1:39:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_463.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_463.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (464 of 2020) |#### | Elapsed Time: 0:30:26 ETA: 1:43:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_464.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_464.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (465 of 2020) |#### | Elapsed Time: 0:30:30 ETA: 1:40:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_465.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_465.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (466 of 2020) |#### | Elapsed Time: 0:30:33 ETA: 1:35:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_466.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_466.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (467 of 2020) |#### | Elapsed Time: 0:30:37 ETA: 1:42:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_467.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_467.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (468 of 2020) |#### | Elapsed Time: 0:30:41 ETA: 1:45:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_468.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_468.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (469 of 2020) |#### | Elapsed Time: 0:30:45 ETA: 1:30:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_469.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_469.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (470 of 2020) |#### | Elapsed Time: 0:30:49 ETA: 1:49:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_470.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_470.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (471 of 2020) |#### | Elapsed Time: 0:30:53 ETA: 1:34:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_471.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_471.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (472 of 2020) |#### | Elapsed Time: 0:30:57 ETA: 1:49:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_472.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_472.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (473 of 2020) |#### | Elapsed Time: 0:31:01 ETA: 1:43:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_473.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_473.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (474 of 2020) |#### | Elapsed Time: 0:31:05 ETA: 1:36:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_474.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_474.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (475 of 2020) |#### | Elapsed Time: 0:31:09 ETA: 1:51:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_475.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_475.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (476 of 2020) |#### | Elapsed Time: 0:31:13 ETA: 1:42:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_476.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_476.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (477 of 2020) |#### | Elapsed Time: 0:31:17 ETA: 1:36:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_477.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_477.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (478 of 2020) |#### | Elapsed Time: 0:31:21 ETA: 1:50:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_478.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_478.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (479 of 2020) |#### | Elapsed Time: 0:31:25 ETA: 1:30:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_479.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_479.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (480 of 2020) |#### | Elapsed Time: 0:31:29 ETA: 1:48:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_480.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_480.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (481 of 2020) |##### | Elapsed Time: 0:31:33 ETA: 1:44:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_481.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_481.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (482 of 2020) |##### | Elapsed Time: 0:31:36 ETA: 1:33:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_482.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_482.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (483 of 2020) |##### | Elapsed Time: 0:31:41 ETA: 1:53:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_483.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_483.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (484 of 2020) |##### | Elapsed Time: 0:31:45 ETA: 1:45:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_484.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_484.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (485 of 2020) |##### | Elapsed Time: 0:31:49 ETA: 1:31:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_485.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_485.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (486 of 2020) |##### | Elapsed Time: 0:31:53 ETA: 1:42:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_486.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_486.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (487 of 2020) |##### | Elapsed Time: 0:31:57 ETA: 1:42:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_487.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_487.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (488 of 2020) |##### | Elapsed Time: 0:32:00 ETA: 1:31:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_488.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_488.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (489 of 2020) |##### | Elapsed Time: 0:32:04 ETA: 1:45:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_489.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_489.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (490 of 2020) |##### | Elapsed Time: 0:32:08 ETA: 1:42:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_490.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_490.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (491 of 2020) |##### | Elapsed Time: 0:32:12 ETA: 1:29:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_491.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_491.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (492 of 2020) |##### | Elapsed Time: 0:32:16 ETA: 1:44:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_492.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_492.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (493 of 2020) |##### | Elapsed Time: 0:32:20 ETA: 1:31:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_493.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_493.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (494 of 2020) |##### | Elapsed Time: 0:32:24 ETA: 1:44:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_494.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_494.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (495 of 2020) |##### | Elapsed Time: 0:32:28 ETA: 1:42:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_495.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_495.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (496 of 2020) |##### | Elapsed Time: 0:32:31 ETA: 1:33:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_496.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_496.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (497 of 2020) |##### | Elapsed Time: 0:32:36 ETA: 1:43:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_497.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_497.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (498 of 2020) |##### | Elapsed Time: 0:32:40 ETA: 1:40:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_498.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_498.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (499 of 2020) |##### | Elapsed Time: 0:32:43 ETA: 1:35:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_499.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_499.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:36 ETA: 00:00:00
Total test loss: 3.243426122188568 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_500.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_500.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (501 of 2020) |### | Elapsed Time: 0:34:28 ETA: 1 day, 18:20:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_501.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_501.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (502 of 2020) |##### | Elapsed Time: 0:34:31 ETA: 1:28:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_502.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_502.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (503 of 2020) |##### | Elapsed Time: 0:34:35 ETA: 1:39:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_503.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_503.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (504 of 2020) |##### | Elapsed Time: 0:34:39 ETA: 1:40:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_504.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_504.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (505 of 2020) |##### | Elapsed Time: 0:34:43 ETA: 1:32:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_505.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_505.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (506 of 2020) |##### | Elapsed Time: 0:34:47 ETA: 1:51:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_506.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_506.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (507 of 2020) |##### | Elapsed Time: 0:34:52 ETA: 1:47:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_507.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_507.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (508 of 2020) |##### | Elapsed Time: 0:34:55 ETA: 1:30:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_508.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_508.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (509 of 2020) |##### | Elapsed Time: 0:34:59 ETA: 1:44:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_509.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_509.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (510 of 2020) |##### | Elapsed Time: 0:35:03 ETA: 1:40:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_510.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_510.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (511 of 2020) |##### | Elapsed Time: 0:35:07 ETA: 1:33:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_511.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_511.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (512 of 2020) |##### | Elapsed Time: 0:35:11 ETA: 1:41:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_512.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_512.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (513 of 2020) |##### | Elapsed Time: 0:35:15 ETA: 1:42:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_513.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_513.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (514 of 2020) |##### | Elapsed Time: 0:35:19 ETA: 1:34:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_514.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_514.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (515 of 2020) |##### | Elapsed Time: 0:35:23 ETA: 1:44:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_515.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_515.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (516 of 2020) |##### | Elapsed Time: 0:35:27 ETA: 1:40:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_516.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_516.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (517 of 2020) |##### | Elapsed Time: 0:35:31 ETA: 1:31:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_517.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_517.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (518 of 2020) |##### | Elapsed Time: 0:35:35 ETA: 1:40:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_518.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_518.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (519 of 2020) |##### | Elapsed Time: 0:35:39 ETA: 1:43:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_519.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_519.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (520 of 2020) |##### | Elapsed Time: 0:35:43 ETA: 1:35:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_520.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_520.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (521 of 2020) |##### | Elapsed Time: 0:35:47 ETA: 1:45:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_521.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_521.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (522 of 2020) |##### | Elapsed Time: 0:35:51 ETA: 1:41:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_522.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_522.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (523 of 2020) |##### | Elapsed Time: 0:35:55 ETA: 1:35:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_523.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_523.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (524 of 2020) |##### | Elapsed Time: 0:35:59 ETA: 1:40:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_524.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_524.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (525 of 2020) |##### | Elapsed Time: 0:36:03 ETA: 1:35:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_525.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_525.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (526 of 2020) |##### | Elapsed Time: 0:36:06 ETA: 1:32:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_526.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_526.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (527 of 2020) |##### | Elapsed Time: 0:36:11 ETA: 1:42:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_527.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_527.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (528 of 2020) |##### | Elapsed Time: 0:36:14 ETA: 1:36:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_528.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_528.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (529 of 2020) |##### | Elapsed Time: 0:36:18 ETA: 1:35:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_529.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_529.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (530 of 2020) |##### | Elapsed Time: 0:36:22 ETA: 1:41:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_530.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_530.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (531 of 2020) |##### | Elapsed Time: 0:36:27 ETA: 1:43:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_531.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_531.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (532 of 2020) |##### | Elapsed Time: 0:36:30 ETA: 1:32:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_532.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_532.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (533 of 2020) |##### | Elapsed Time: 0:36:34 ETA: 1:40:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_533.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_533.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (534 of 2020) |##### | Elapsed Time: 0:36:39 ETA: 1:44:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_534.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_534.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (535 of 2020) |##### | Elapsed Time: 0:36:42 ETA: 1:34:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_535.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_535.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (536 of 2020) |##### | Elapsed Time: 0:36:46 ETA: 1:40:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_536.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_536.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (537 of 2020) |##### | Elapsed Time: 0:36:50 ETA: 1:38:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_537.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_537.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (538 of 2020) |##### | Elapsed Time: 0:36:54 ETA: 1:32:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_538.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_538.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (539 of 2020) |##### | Elapsed Time: 0:36:58 ETA: 1:39:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_539.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_539.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (540 of 2020) |##### | Elapsed Time: 0:37:02 ETA: 1:28:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_540.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_540.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (541 of 2020) |##### | Elapsed Time: 0:37:06 ETA: 1:42:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_541.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_541.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (542 of 2020) |##### | Elapsed Time: 0:37:10 ETA: 1:39:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_542.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_542.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (543 of 2020) |##### | Elapsed Time: 0:37:14 ETA: 1:27:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_543.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_543.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (544 of 2020) |##### | Elapsed Time: 0:37:18 ETA: 1:39:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_544.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_544.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (545 of 2020) |##### | Elapsed Time: 0:37:21 ETA: 1:36:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_545.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_545.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (546 of 2020) |##### | Elapsed Time: 0:37:26 ETA: 1:40:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_546.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_546.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (547 of 2020) |##### | Elapsed Time: 0:37:30 ETA: 1:42:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_547.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_547.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (548 of 2020) |##### | Elapsed Time: 0:37:34 ETA: 1:31:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_548.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_548.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (549 of 2020) |##### | Elapsed Time: 0:37:38 ETA: 1:37:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_549.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_549.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (550 of 2020) |##### | Elapsed Time: 0:37:42 ETA: 1:41:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_550.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_550.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (551 of 2020) |##### | Elapsed Time: 0:37:45 ETA: 1:29:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_551.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_551.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (552 of 2020) |##### | Elapsed Time: 0:37:50 ETA: 1:43:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_552.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_552.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (553 of 2020) |##### | Elapsed Time: 0:37:54 ETA: 1:42:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_553.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_553.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (554 of 2020) |##### | Elapsed Time: 0:37:58 ETA: 1:34:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_554.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_554.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (555 of 2020) |##### | Elapsed Time: 0:38:02 ETA: 1:44:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_555.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_555.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (556 of 2020) |##### | Elapsed Time: 0:38:06 ETA: 1:33:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_556.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_556.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (557 of 2020) |##### | Elapsed Time: 0:38:10 ETA: 1:36:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_557.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_557.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (558 of 2020) |##### | Elapsed Time: 0:38:14 ETA: 1:37:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_558.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_558.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (559 of 2020) |##### | Elapsed Time: 0:38:18 ETA: 1:34:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_559.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_559.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (560 of 2020) |##### | Elapsed Time: 0:38:22 ETA: 1:40:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_560.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_560.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (561 of 2020) |##### | Elapsed Time: 0:38:26 ETA: 1:40:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_561.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_561.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (562 of 2020) |##### | Elapsed Time: 0:38:30 ETA: 1:29:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_562.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_562.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (563 of 2020) |##### | Elapsed Time: 0:38:34 ETA: 1:42:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_563.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_563.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (564 of 2020) |##### | Elapsed Time: 0:38:38 ETA: 1:33:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_564.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_564.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (565 of 2020) |##### | Elapsed Time: 0:38:42 ETA: 1:40:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_565.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_565.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (566 of 2020) |##### | Elapsed Time: 0:38:46 ETA: 1:35:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_566.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_566.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (567 of 2020) |##### | Elapsed Time: 0:38:49 ETA: 1:28:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_567.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_567.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (568 of 2020) |##### | Elapsed Time: 0:38:53 ETA: 1:39:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_568.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_568.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (569 of 2020) |##### | Elapsed Time: 0:38:57 ETA: 1:38:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_569.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_569.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (570 of 2020) |##### | Elapsed Time: 0:39:01 ETA: 1:25:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_570.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_570.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (571 of 2020) |##### | Elapsed Time: 0:39:05 ETA: 1:39:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_571.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_571.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (572 of 2020) |##### | Elapsed Time: 0:39:09 ETA: 1:27:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_572.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_572.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (573 of 2020) |##### | Elapsed Time: 0:39:13 ETA: 1:38:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_573.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_573.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (574 of 2020) |##### | Elapsed Time: 0:39:17 ETA: 1:33:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_574.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_574.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (575 of 2020) |##### | Elapsed Time: 0:39:20 ETA: 1:28:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_575.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_575.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (576 of 2020) |##### | Elapsed Time: 0:39:24 ETA: 1:35:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_576.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_576.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (577 of 2020) |##### | Elapsed Time: 0:39:28 ETA: 1:37:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_577.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_577.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (578 of 2020) |###### | Elapsed Time: 0:39:32 ETA: 1:27:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_578.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_578.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (579 of 2020) |###### | Elapsed Time: 0:39:36 ETA: 1:44:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_579.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_579.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (580 of 2020) |###### | Elapsed Time: 0:39:40 ETA: 1:33:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_580.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_580.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (581 of 2020) |###### | Elapsed Time: 0:39:44 ETA: 1:38:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_581.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_581.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (582 of 2020) |###### | Elapsed Time: 0:39:49 ETA: 1:38:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_582.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_582.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (583 of 2020) |###### | Elapsed Time: 0:39:52 ETA: 1:31:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_583.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_583.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (584 of 2020) |###### | Elapsed Time: 0:39:57 ETA: 1:42:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_584.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_584.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (585 of 2020) |###### | Elapsed Time: 0:40:01 ETA: 1:37:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_585.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_585.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (586 of 2020) |###### | Elapsed Time: 0:40:04 ETA: 1:24:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_586.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_586.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (587 of 2020) |###### | Elapsed Time: 0:40:09 ETA: 1:42:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_587.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_587.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (588 of 2020) |###### | Elapsed Time: 0:40:12 ETA: 1:31:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_588.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_588.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (589 of 2020) |###### | Elapsed Time: 0:40:17 ETA: 1:46:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_589.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_589.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (590 of 2020) |###### | Elapsed Time: 0:40:21 ETA: 1:35:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_590.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_590.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (591 of 2020) |###### | Elapsed Time: 0:40:25 ETA: 1:26:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_591.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_591.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (592 of 2020) |###### | Elapsed Time: 0:40:29 ETA: 1:34:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_592.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_592.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (593 of 2020) |###### | Elapsed Time: 0:40:33 ETA: 1:35:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_593.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_593.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (594 of 2020) |###### | Elapsed Time: 0:40:36 ETA: 1:27:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_594.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_594.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (595 of 2020) |###### | Elapsed Time: 0:40:40 ETA: 1:41:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_595.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_595.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (596 of 2020) |###### | Elapsed Time: 0:40:44 ETA: 1:33:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_596.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_596.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (597 of 2020) |###### | Elapsed Time: 0:40:48 ETA: 1:35:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_597.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_597.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (598 of 2020) |###### | Elapsed Time: 0:40:52 ETA: 1:34:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_598.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_598.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (599 of 2020) |###### | Elapsed Time: 0:40:56 ETA: 1:28:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_599.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_599.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (600 of 2020) |###### | Elapsed Time: 0:41:00 ETA: 1:37:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_600.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_600.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (601 of 2020) |###### | Elapsed Time: 0:41:04 ETA: 1:38:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_601.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_601.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (602 of 2020) |###### | Elapsed Time: 0:41:08 ETA: 1:27:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_602.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_602.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (603 of 2020) |###### | Elapsed Time: 0:41:12 ETA: 1:40:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_603.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_603.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (604 of 2020) |###### | Elapsed Time: 0:41:16 ETA: 1:27:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_604.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_604.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (605 of 2020) |###### | Elapsed Time: 0:41:20 ETA: 1:35:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_605.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_605.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (606 of 2020) |###### | Elapsed Time: 0:41:24 ETA: 1:34:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_606.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_606.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (607 of 2020) |###### | Elapsed Time: 0:41:28 ETA: 1:25:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_607.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_607.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (608 of 2020) |###### | Elapsed Time: 0:41:32 ETA: 1:36:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_608.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_608.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (609 of 2020) |###### | Elapsed Time: 0:41:36 ETA: 1:37:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_609.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_609.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (610 of 2020) |###### | Elapsed Time: 0:41:40 ETA: 1:26:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_610.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_610.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (611 of 2020) |###### | Elapsed Time: 0:41:44 ETA: 1:36:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_611.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_611.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (612 of 2020) |###### | Elapsed Time: 0:41:47 ETA: 1:26:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_612.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_612.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (613 of 2020) |###### | Elapsed Time: 0:41:52 ETA: 1:38:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_613.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_613.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (614 of 2020) |###### | Elapsed Time: 0:41:56 ETA: 1:33:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_614.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_614.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (615 of 2020) |###### | Elapsed Time: 0:41:59 ETA: 1:28:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_615.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_615.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (616 of 2020) |###### | Elapsed Time: 0:42:03 ETA: 1:34:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_616.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_616.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (617 of 2020) |###### | Elapsed Time: 0:42:08 ETA: 1:36:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_617.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_617.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (618 of 2020) |###### | Elapsed Time: 0:42:11 ETA: 1:26:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_618.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_618.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (619 of 2020) |###### | Elapsed Time: 0:42:15 ETA: 1:37:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_619.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_619.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (620 of 2020) |###### | Elapsed Time: 0:42:19 ETA: 1:25:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_620.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_620.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (621 of 2020) |###### | Elapsed Time: 0:42:23 ETA: 1:33:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_621.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_621.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (622 of 2020) |###### | Elapsed Time: 0:42:27 ETA: 1:31:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_622.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_622.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (623 of 2020) |###### | Elapsed Time: 0:42:31 ETA: 1:27:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_623.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_623.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (624 of 2020) |###### | Elapsed Time: 0:42:35 ETA: 1:32:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_624.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_624.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (625 of 2020) |###### | Elapsed Time: 0:42:39 ETA: 1:31:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_625.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_625.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (626 of 2020) |###### | Elapsed Time: 0:42:43 ETA: 1:31:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_626.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_626.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (627 of 2020) |###### | Elapsed Time: 0:42:47 ETA: 1:37:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_627.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_627.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (628 of 2020) |###### | Elapsed Time: 0:42:51 ETA: 1:27:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_628.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_628.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (629 of 2020) |###### | Elapsed Time: 0:42:55 ETA: 1:33:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_629.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_629.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (630 of 2020) |###### | Elapsed Time: 0:42:59 ETA: 1:31:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_630.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_630.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (631 of 2020) |###### | Elapsed Time: 0:43:02 ETA: 1:27:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_631.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_631.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (632 of 2020) |###### | Elapsed Time: 0:43:06 ETA: 1:35:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_632.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_632.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (633 of 2020) |###### | Elapsed Time: 0:43:11 ETA: 1:34:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_633.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_633.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (634 of 2020) |###### | Elapsed Time: 0:43:14 ETA: 1:26:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_634.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_634.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (635 of 2020) |###### | Elapsed Time: 0:43:18 ETA: 1:37:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_635.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_635.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (636 of 2020) |###### | Elapsed Time: 0:43:22 ETA: 1:23:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_636.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_636.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (637 of 2020) |###### | Elapsed Time: 0:43:26 ETA: 1:35:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_637.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_637.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (638 of 2020) |###### | Elapsed Time: 0:43:30 ETA: 1:30:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_638.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_638.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (639 of 2020) |###### | Elapsed Time: 0:43:34 ETA: 1:25:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_639.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_639.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (640 of 2020) |###### | Elapsed Time: 0:43:38 ETA: 1:35:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_640.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_640.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (641 of 2020) |###### | Elapsed Time: 0:43:42 ETA: 1:28:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_641.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_641.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (642 of 2020) |###### | Elapsed Time: 0:43:46 ETA: 1:24:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_642.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_642.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (643 of 2020) |###### | Elapsed Time: 0:43:50 ETA: 1:36:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_643.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_643.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (644 of 2020) |###### | Elapsed Time: 0:43:54 ETA: 1:31:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_644.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_644.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (645 of 2020) |###### | Elapsed Time: 0:43:58 ETA: 1:32:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_645.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_645.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (646 of 2020) |###### | Elapsed Time: 0:44:02 ETA: 1:26:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_646.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_646.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (647 of 2020) |###### | Elapsed Time: 0:44:05 ETA: 1:23:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_647.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_647.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (648 of 2020) |###### | Elapsed Time: 0:44:09 ETA: 1:35:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_648.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_648.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (649 of 2020) |###### | Elapsed Time: 0:44:13 ETA: 1:30:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_649.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_649.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (650 of 2020) |###### | Elapsed Time: 0:44:17 ETA: 1:24:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_650.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_650.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (651 of 2020) |###### | Elapsed Time: 0:44:21 ETA: 1:31:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_651.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_651.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (652 of 2020) |###### | Elapsed Time: 0:44:25 ETA: 1:22:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_652.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_652.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (653 of 2020) |###### | Elapsed Time: 0:44:29 ETA: 1:38:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_653.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_653.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (654 of 2020) |###### | Elapsed Time: 0:44:33 ETA: 1:31:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_654.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_654.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (655 of 2020) |###### | Elapsed Time: 0:44:37 ETA: 1:24:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_655.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_655.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (656 of 2020) |###### | Elapsed Time: 0:44:41 ETA: 1:31:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_656.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_656.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (657 of 2020) |###### | Elapsed Time: 0:44:45 ETA: 1:32:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_657.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_657.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (658 of 2020) |###### | Elapsed Time: 0:44:49 ETA: 1:24:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_658.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_658.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (659 of 2020) |###### | Elapsed Time: 0:44:53 ETA: 1:34:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_659.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_659.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (660 of 2020) |###### | Elapsed Time: 0:44:56 ETA: 1:22:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_660.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_660.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (661 of 2020) |###### | Elapsed Time: 0:45:00 ETA: 1:31:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_661.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_661.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (662 of 2020) |###### | Elapsed Time: 0:45:04 ETA: 1:28:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_662.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_662.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (663 of 2020) |###### | Elapsed Time: 0:45:08 ETA: 1:25:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_663.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_663.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (664 of 2020) |###### | Elapsed Time: 0:45:12 ETA: 1:33:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_664.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_664.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (665 of 2020) |###### | Elapsed Time: 0:45:17 ETA: 1:39:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_665.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_665.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (666 of 2020) |###### | Elapsed Time: 0:45:20 ETA: 1:22:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_666.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_666.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (667 of 2020) |###### | Elapsed Time: 0:45:24 ETA: 1:29:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_667.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_667.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (668 of 2020) |###### | Elapsed Time: 0:45:28 ETA: 1:24:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_668.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_668.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (669 of 2020) |###### | Elapsed Time: 0:45:32 ETA: 1:31:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_669.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_669.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (670 of 2020) |###### | Elapsed Time: 0:45:36 ETA: 1:29:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_670.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_670.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (671 of 2020) |###### | Elapsed Time: 0:45:40 ETA: 1:21:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_671.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_671.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (672 of 2020) |###### | Elapsed Time: 0:45:44 ETA: 1:31:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_672.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_672.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (673 of 2020) |###### | Elapsed Time: 0:45:48 ETA: 1:29:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_673.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_673.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (674 of 2020) |####### | Elapsed Time: 0:45:51 ETA: 1:22:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_674.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_674.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (675 of 2020) |####### | Elapsed Time: 0:45:56 ETA: 1:34:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_675.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_675.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (676 of 2020) |####### | Elapsed Time: 0:45:59 ETA: 1:25:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_676.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_676.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (677 of 2020) |####### | Elapsed Time: 0:46:04 ETA: 1:32:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_677.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_677.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (678 of 2020) |####### | Elapsed Time: 0:46:08 ETA: 1:40:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_678.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_678.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (679 of 2020) |####### | Elapsed Time: 0:46:12 ETA: 1:21:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_679.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_679.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (680 of 2020) |####### | Elapsed Time: 0:46:16 ETA: 1:33:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_680.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_680.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (681 of 2020) |####### | Elapsed Time: 0:46:20 ETA: 1:27:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_681.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_681.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (682 of 2020) |####### | Elapsed Time: 0:46:24 ETA: 1:23:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_682.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_682.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (683 of 2020) |####### | Elapsed Time: 0:46:28 ETA: 1:31:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_683.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_683.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (684 of 2020) |####### | Elapsed Time: 0:46:32 ETA: 1:27:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_684.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_684.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (685 of 2020) |####### | Elapsed Time: 0:46:36 ETA: 1:33:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_685.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_685.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (686 of 2020) |####### | Elapsed Time: 0:46:40 ETA: 1:28:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_686.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_686.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (687 of 2020) |####### | Elapsed Time: 0:46:44 ETA: 1:22:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_687.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_687.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (688 of 2020) |####### | Elapsed Time: 0:46:48 ETA: 1:38:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_688.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_688.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (689 of 2020) |####### | Elapsed Time: 0:46:52 ETA: 1:30:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_689.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_689.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (690 of 2020) |####### | Elapsed Time: 0:46:56 ETA: 1:22:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_690.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_690.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (691 of 2020) |####### | Elapsed Time: 0:47:00 ETA: 1:34:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_691.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_691.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (692 of 2020) |####### | Elapsed Time: 0:47:04 ETA: 1:24:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_692.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_692.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (693 of 2020) |####### | Elapsed Time: 0:47:08 ETA: 1:33:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_693.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_693.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (694 of 2020) |####### | Elapsed Time: 0:47:12 ETA: 1:31:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_694.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_694.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (695 of 2020) |####### | Elapsed Time: 0:47:16 ETA: 1:23:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_695.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_695.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (696 of 2020) |####### | Elapsed Time: 0:47:20 ETA: 1:27:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_696.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_696.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (697 of 2020) |####### | Elapsed Time: 0:47:24 ETA: 1:29:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_697.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_697.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (698 of 2020) |####### | Elapsed Time: 0:47:28 ETA: 1:23:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_698.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_698.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (699 of 2020) |####### | Elapsed Time: 0:47:32 ETA: 1:30:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_699.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_699.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (700 of 2020) |####### | Elapsed Time: 0:47:36 ETA: 1:21:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_700.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_700.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (701 of 2020) |####### | Elapsed Time: 0:47:40 ETA: 1:30:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_701.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_701.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (702 of 2020) |####### | Elapsed Time: 0:47:44 ETA: 1:27:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_702.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_702.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (703 of 2020) |####### | Elapsed Time: 0:47:47 ETA: 1:21:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_703.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_703.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (704 of 2020) |####### | Elapsed Time: 0:47:52 ETA: 1:30:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_704.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_704.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (705 of 2020) |####### | Elapsed Time: 0:47:56 ETA: 1:28:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_705.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_705.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (706 of 2020) |####### | Elapsed Time: 0:47:59 ETA: 1:23:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_706.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_706.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (707 of 2020) |####### | Elapsed Time: 0:48:04 ETA: 1:33:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_707.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_707.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (708 of 2020) |####### | Elapsed Time: 0:48:07 ETA: 1:22:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_708.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_708.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (709 of 2020) |####### | Elapsed Time: 0:48:12 ETA: 1:33:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_709.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_709.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (710 of 2020) |####### | Elapsed Time: 0:48:16 ETA: 1:25:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_710.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_710.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (711 of 2020) |####### | Elapsed Time: 0:48:19 ETA: 1:21:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_711.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_711.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (712 of 2020) |####### | Elapsed Time: 0:48:24 ETA: 1:29:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_712.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_712.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (713 of 2020) |####### | Elapsed Time: 0:48:27 ETA: 1:25:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_713.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_713.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (714 of 2020) |####### | Elapsed Time: 0:48:31 ETA: 1:24:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_714.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_714.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (715 of 2020) |####### | Elapsed Time: 0:48:36 ETA: 1:31:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_715.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_715.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (716 of 2020) |####### | Elapsed Time: 0:48:39 ETA: 1:21:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_716.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_716.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (717 of 2020) |####### | Elapsed Time: 0:48:43 ETA: 1:30:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_717.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_717.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (718 of 2020) |####### | Elapsed Time: 0:48:48 ETA: 1:27:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_718.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_718.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (719 of 2020) |####### | Elapsed Time: 0:48:51 ETA: 1:21:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_719.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_719.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (720 of 2020) |####### | Elapsed Time: 0:48:55 ETA: 1:29:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_720.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_720.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (721 of 2020) |####### | Elapsed Time: 0:48:59 ETA: 1:24:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_721.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_721.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (722 of 2020) |####### | Elapsed Time: 0:49:03 ETA: 1:21:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_722.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_722.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (723 of 2020) |####### | Elapsed Time: 0:49:07 ETA: 1:33:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_723.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_723.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (724 of 2020) |####### | Elapsed Time: 0:49:11 ETA: 1:21:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_724.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_724.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (725 of 2020) |####### | Elapsed Time: 0:49:15 ETA: 1:29:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_725.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_725.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (726 of 2020) |####### | Elapsed Time: 0:49:19 ETA: 1:26:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_726.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_726.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (727 of 2020) |####### | Elapsed Time: 0:49:23 ETA: 1:27:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_727.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_727.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (728 of 2020) |####### | Elapsed Time: 0:49:28 ETA: 1:31:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_728.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_728.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (729 of 2020) |####### | Elapsed Time: 0:49:32 ETA: 1:26:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_729.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_729.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (730 of 2020) |####### | Elapsed Time: 0:49:35 ETA: 1:21:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_730.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_730.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (731 of 2020) |####### | Elapsed Time: 0:49:40 ETA: 1:30:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_731.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_731.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (732 of 2020) |####### | Elapsed Time: 0:49:43 ETA: 1:18:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_732.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_732.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (733 of 2020) |####### | Elapsed Time: 0:49:47 ETA: 1:28:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_733.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_733.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (734 of 2020) |####### | Elapsed Time: 0:49:52 ETA: 1:27:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_734.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_734.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (735 of 2020) |####### | Elapsed Time: 0:49:55 ETA: 1:22:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_735.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_735.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (736 of 2020) |####### | Elapsed Time: 0:49:59 ETA: 1:27:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_736.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_736.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (737 of 2020) |####### | Elapsed Time: 0:50:03 ETA: 1:24:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_737.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_737.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (738 of 2020) |####### | Elapsed Time: 0:50:07 ETA: 1:24:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_738.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_738.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (739 of 2020) |####### | Elapsed Time: 0:50:11 ETA: 1:26:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_739.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_739.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (740 of 2020) |####### | Elapsed Time: 0:50:15 ETA: 1:18:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_740.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_740.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (741 of 2020) |####### | Elapsed Time: 0:50:19 ETA: 1:30:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_741.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_741.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (742 of 2020) |####### | Elapsed Time: 0:50:23 ETA: 1:26:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_742.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_742.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (743 of 2020) |####### | Elapsed Time: 0:50:27 ETA: 1:18:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_743.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_743.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (744 of 2020) |####### | Elapsed Time: 0:50:31 ETA: 1:25:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_744.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_744.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (745 of 2020) |####### | Elapsed Time: 0:50:35 ETA: 1:30:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_745.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_745.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (746 of 2020) |####### | Elapsed Time: 0:50:39 ETA: 1:17:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_746.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_746.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (747 of 2020) |####### | Elapsed Time: 0:50:43 ETA: 1:24:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_747.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_747.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (748 of 2020) |####### | Elapsed Time: 0:50:47 ETA: 1:21:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_748.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_748.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (749 of 2020) |####### | Elapsed Time: 0:50:51 ETA: 1:29:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_749.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_749.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (750 of 2020) |####### | Elapsed Time: 0:50:55 ETA: 1:25:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_750.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_750.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (751 of 2020) |####### | Elapsed Time: 0:50:59 ETA: 1:18:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_751.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_751.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (752 of 2020) |####### | Elapsed Time: 0:51:03 ETA: 1:28:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_752.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_752.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (753 of 2020) |####### | Elapsed Time: 0:51:07 ETA: 1:26:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_753.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_753.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (754 of 2020) |####### | Elapsed Time: 0:51:11 ETA: 1:21:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_754.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_754.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (755 of 2020) |####### | Elapsed Time: 0:51:15 ETA: 1:30:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_755.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_755.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (756 of 2020) |####### | Elapsed Time: 0:51:19 ETA: 1:20:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_756.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_756.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (757 of 2020) |####### | Elapsed Time: 0:51:23 ETA: 1:27:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_757.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_757.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (758 of 2020) |####### | Elapsed Time: 0:51:27 ETA: 1:22:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_758.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_758.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (759 of 2020) |####### | Elapsed Time: 0:51:31 ETA: 1:22:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_759.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_759.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (760 of 2020) |####### | Elapsed Time: 0:51:35 ETA: 1:31:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_760.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_760.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (761 of 2020) |####### | Elapsed Time: 0:51:39 ETA: 1:24:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_761.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_761.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (762 of 2020) |####### | Elapsed Time: 0:51:43 ETA: 1:18:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_762.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_762.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (763 of 2020) |####### | Elapsed Time: 0:51:47 ETA: 1:26:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_763.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_763.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (764 of 2020) |####### | Elapsed Time: 0:51:51 ETA: 1:17:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_764.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_764.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (765 of 2020) |####### | Elapsed Time: 0:51:55 ETA: 1:26:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_765.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_765.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (766 of 2020) |####### | Elapsed Time: 0:51:59 ETA: 1:24:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_766.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_766.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (767 of 2020) |####### | Elapsed Time: 0:52:03 ETA: 1:17:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_767.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_767.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (768 of 2020) |####### | Elapsed Time: 0:52:07 ETA: 1:25:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_768.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_768.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (769 of 2020) |####### | Elapsed Time: 0:52:11 ETA: 1:25:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_769.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_769.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (770 of 2020) |######## | Elapsed Time: 0:52:15 ETA: 1:19:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_770.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_770.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (771 of 2020) |######## | Elapsed Time: 0:52:19 ETA: 1:26:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_771.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_771.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (772 of 2020) |######## | Elapsed Time: 0:52:22 ETA: 1:12:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_772.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_772.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (773 of 2020) |######## | Elapsed Time: 0:52:27 ETA: 1:26:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_773.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_773.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (774 of 2020) |######## | Elapsed Time: 0:52:31 ETA: 1:23:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_774.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_774.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (775 of 2020) |######## | Elapsed Time: 0:52:34 ETA: 1:18:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_775.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_775.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (776 of 2020) |######## | Elapsed Time: 0:52:38 ETA: 1:23:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_776.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_776.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (777 of 2020) |######## | Elapsed Time: 0:52:42 ETA: 1:20:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_777.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_777.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (778 of 2020) |######## | Elapsed Time: 0:52:46 ETA: 1:14:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_778.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_778.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (779 of 2020) |######## | Elapsed Time: 0:52:50 ETA: 1:25:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_779.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_779.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (780 of 2020) |######## | Elapsed Time: 0:52:54 ETA: 1:22:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_780.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_780.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (781 of 2020) |######## | Elapsed Time: 0:52:58 ETA: 1:15:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_781.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_781.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (782 of 2020) |######## | Elapsed Time: 0:53:02 ETA: 1:26:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_782.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_782.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (783 of 2020) |######## | Elapsed Time: 0:53:06 ETA: 1:26:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_783.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_783.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (784 of 2020) |######## | Elapsed Time: 0:53:10 ETA: 1:14:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_784.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_784.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (785 of 2020) |######## | Elapsed Time: 0:53:14 ETA: 1:26:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_785.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_785.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (786 of 2020) |######## | Elapsed Time: 0:53:18 ETA: 1:17:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_786.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_786.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (787 of 2020) |######## | Elapsed Time: 0:53:22 ETA: 1:23:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_787.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_787.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (788 of 2020) |######## | Elapsed Time: 0:53:26 ETA: 1:23:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_788.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_788.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (789 of 2020) |######## | Elapsed Time: 0:53:30 ETA: 1:15:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_789.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_789.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (790 of 2020) |######## | Elapsed Time: 0:53:34 ETA: 1:21:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_790.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_790.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (791 of 2020) |######## | Elapsed Time: 0:53:38 ETA: 1:22:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_791.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_791.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (792 of 2020) |######## | Elapsed Time: 0:53:41 ETA: 1:16:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_792.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_792.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (793 of 2020) |######## | Elapsed Time: 0:53:45 ETA: 1:25:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_793.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_793.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (794 of 2020) |######## | Elapsed Time: 0:53:49 ETA: 1:17:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_794.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_794.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (795 of 2020) |######## | Elapsed Time: 0:53:53 ETA: 1:23:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_795.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_795.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (796 of 2020) |######## | Elapsed Time: 0:53:58 ETA: 1:26:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_796.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_796.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (797 of 2020) |######## | Elapsed Time: 0:54:01 ETA: 1:14:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_797.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_797.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (798 of 2020) |######## | Elapsed Time: 0:54:05 ETA: 1:21:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_798.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_798.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (799 of 2020) |######## | Elapsed Time: 0:54:09 ETA: 1:23:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_799.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_799.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (800 of 2020) |######## | Elapsed Time: 0:54:13 ETA: 1:20:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_800.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_800.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (801 of 2020) |######## | Elapsed Time: 0:54:18 ETA: 1:25:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_801.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_801.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (802 of 2020) |######## | Elapsed Time: 0:54:21 ETA: 1:14:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_802.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_802.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (803 of 2020) |######## | Elapsed Time: 0:54:26 ETA: 1:27:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_803.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_803.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (804 of 2020) |######## | Elapsed Time: 0:54:29 ETA: 1:20:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_804.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_804.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (805 of 2020) |######## | Elapsed Time: 0:54:33 ETA: 1:20:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_805.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_805.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (806 of 2020) |######## | Elapsed Time: 0:54:38 ETA: 1:24:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_806.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_806.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (807 of 2020) |######## | Elapsed Time: 0:54:41 ETA: 1:15:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_807.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_807.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (808 of 2020) |######## | Elapsed Time: 0:54:45 ETA: 1:19:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_808.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_808.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (809 of 2020) |######## | Elapsed Time: 0:54:49 ETA: 1:21:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_809.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_809.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (810 of 2020) |######## | Elapsed Time: 0:54:53 ETA: 1:14:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_810.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_810.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (811 of 2020) |######## | Elapsed Time: 0:54:57 ETA: 1:22:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_811.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_811.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (812 of 2020) |######## | Elapsed Time: 0:55:01 ETA: 1:20:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_812.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_812.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (813 of 2020) |######## | Elapsed Time: 0:55:05 ETA: 1:12:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_813.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_813.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (814 of 2020) |######## | Elapsed Time: 0:55:09 ETA: 1:22:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_814.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_814.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (815 of 2020) |######## | Elapsed Time: 0:55:13 ETA: 1:14:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_815.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_815.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (816 of 2020) |######## | Elapsed Time: 0:55:17 ETA: 1:22:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_816.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_816.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (817 of 2020) |######## | Elapsed Time: 0:55:21 ETA: 1:22:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_817.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_817.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (818 of 2020) |######## | Elapsed Time: 0:55:25 ETA: 1:16:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_818.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_818.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (819 of 2020) |######## | Elapsed Time: 0:55:29 ETA: 1:26:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_819.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_819.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (820 of 2020) |######## | Elapsed Time: 0:55:33 ETA: 1:21:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_820.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_820.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (821 of 2020) |######## | Elapsed Time: 0:55:37 ETA: 1:14:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_821.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_821.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (822 of 2020) |######## | Elapsed Time: 0:55:41 ETA: 1:20:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_822.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_822.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (823 of 2020) |######## | Elapsed Time: 0:55:45 ETA: 1:15:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_823.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_823.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (824 of 2020) |######## | Elapsed Time: 0:55:49 ETA: 1:21:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_824.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_824.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (825 of 2020) |######## | Elapsed Time: 0:55:53 ETA: 1:17:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_825.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_825.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (826 of 2020) |######## | Elapsed Time: 0:55:56 ETA: 1:15:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_826.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_826.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (827 of 2020) |######## | Elapsed Time: 0:56:01 ETA: 1:24:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_827.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_827.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (828 of 2020) |######## | Elapsed Time: 0:56:04 ETA: 1:13:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_828.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_828.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (829 of 2020) |######## | Elapsed Time: 0:56:08 ETA: 1:18:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_829.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_829.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (830 of 2020) |######## | Elapsed Time: 0:56:12 ETA: 1:19:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_830.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_830.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (831 of 2020) |######## | Elapsed Time: 0:56:16 ETA: 1:09:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_831.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_831.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (832 of 2020) |######## | Elapsed Time: 0:56:20 ETA: 1:21:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_832.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_832.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (833 of 2020) |######## | Elapsed Time: 0:56:24 ETA: 1:20:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_833.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_833.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (834 of 2020) |######## | Elapsed Time: 0:56:28 ETA: 1:14:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_834.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_834.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (835 of 2020) |######## | Elapsed Time: 0:56:32 ETA: 1:22:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_835.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_835.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (836 of 2020) |######## | Elapsed Time: 0:56:36 ETA: 1:18:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_836.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_836.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (837 of 2020) |######## | Elapsed Time: 0:56:40 ETA: 1:12:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_837.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_837.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (838 of 2020) |######## | Elapsed Time: 0:56:44 ETA: 1:22:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_838.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_838.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (839 of 2020) |######## | Elapsed Time: 0:56:48 ETA: 1:17:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_839.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_839.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (840 of 2020) |######## | Elapsed Time: 0:56:51 ETA: 1:11:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_840.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_840.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (841 of 2020) |######## | Elapsed Time: 0:56:55 ETA: 1:19:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_841.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_841.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (842 of 2020) |######## | Elapsed Time: 0:57:00 ETA: 1:22:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_842.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_842.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (843 of 2020) |######## | Elapsed Time: 0:57:03 ETA: 1:12:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_843.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_843.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (844 of 2020) |######## | Elapsed Time: 0:57:07 ETA: 1:20:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_844.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_844.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (845 of 2020) |######## | Elapsed Time: 0:57:11 ETA: 1:19:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_845.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_845.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (846 of 2020) |######## | Elapsed Time: 0:57:15 ETA: 1:14:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_846.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_846.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (847 of 2020) |######## | Elapsed Time: 0:57:19 ETA: 1:19:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_847.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_847.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (848 of 2020) |######## | Elapsed Time: 0:57:23 ETA: 1:13:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_848.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_848.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (849 of 2020) |######## | Elapsed Time: 0:57:27 ETA: 1:16:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_849.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_849.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (850 of 2020) |######## | Elapsed Time: 0:57:31 ETA: 1:19:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_850.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_850.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (851 of 2020) |######## | Elapsed Time: 0:57:35 ETA: 1:13:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_851.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_851.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (852 of 2020) |######## | Elapsed Time: 0:57:39 ETA: 1:22:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_852.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_852.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (853 of 2020) |######## | Elapsed Time: 0:57:43 ETA: 1:21:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_853.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_853.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (854 of 2020) |######## | Elapsed Time: 0:57:47 ETA: 1:13:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_854.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_854.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (855 of 2020) |######## | Elapsed Time: 0:57:51 ETA: 1:20:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_855.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_855.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (856 of 2020) |######## | Elapsed Time: 0:57:55 ETA: 1:17:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_856.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_856.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (857 of 2020) |######## | Elapsed Time: 0:57:59 ETA: 1:18:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_857.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_857.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (858 of 2020) |######## | Elapsed Time: 0:58:03 ETA: 1:20:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_858.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_858.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (859 of 2020) |######## | Elapsed Time: 0:58:07 ETA: 1:12:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_859.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_859.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (860 of 2020) |######## | Elapsed Time: 0:58:11 ETA: 1:18:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_860.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_860.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (861 of 2020) |######## | Elapsed Time: 0:58:15 ETA: 1:13:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_861.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_861.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (862 of 2020) |######## | Elapsed Time: 0:58:19 ETA: 1:12:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_862.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_862.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (863 of 2020) |######## | Elapsed Time: 0:58:23 ETA: 1:15:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_863.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_863.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (864 of 2020) |######## | Elapsed Time: 0:58:26 ETA: 1:10:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_864.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_864.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (865 of 2020) |######## | Elapsed Time: 0:58:30 ETA: 1:16:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_865.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_865.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (866 of 2020) |######### | Elapsed Time: 0:58:34 ETA: 1:16:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_866.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_866.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (867 of 2020) |######### | Elapsed Time: 0:58:38 ETA: 1:08:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_867.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_867.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (868 of 2020) |######### | Elapsed Time: 0:58:42 ETA: 1:18:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_868.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_868.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (869 of 2020) |######### | Elapsed Time: 0:58:46 ETA: 1:17:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_869.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_869.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (870 of 2020) |######### | Elapsed Time: 0:58:50 ETA: 1:12:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_870.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_870.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (871 of 2020) |######### | Elapsed Time: 0:58:54 ETA: 1:21:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_871.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_871.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (872 of 2020) |######### | Elapsed Time: 0:58:58 ETA: 1:11:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_872.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_872.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (873 of 2020) |######### | Elapsed Time: 0:59:02 ETA: 1:18:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_873.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_873.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (874 of 2020) |######### | Elapsed Time: 0:59:06 ETA: 1:16:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_874.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_874.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (875 of 2020) |######### | Elapsed Time: 0:59:10 ETA: 1:12:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_875.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_875.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (876 of 2020) |######### | Elapsed Time: 0:59:14 ETA: 1:21:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_876.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_876.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (877 of 2020) |######### | Elapsed Time: 0:59:18 ETA: 1:19:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_877.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_877.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (878 of 2020) |######### | Elapsed Time: 0:59:22 ETA: 1:13:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_878.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_878.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (879 of 2020) |######### | Elapsed Time: 0:59:26 ETA: 1:21:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_879.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_879.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (880 of 2020) |######### | Elapsed Time: 0:59:30 ETA: 1:12:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_880.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_880.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (881 of 2020) |######### | Elapsed Time: 0:59:34 ETA: 1:15:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_881.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_881.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (882 of 2020) |######### | Elapsed Time: 0:59:38 ETA: 1:17:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_882.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_882.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (883 of 2020) |######### | Elapsed Time: 0:59:42 ETA: 1:12:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_883.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_883.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (884 of 2020) |######### | Elapsed Time: 0:59:46 ETA: 1:18:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_884.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_884.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (885 of 2020) |######### | Elapsed Time: 0:59:50 ETA: 1:19:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_885.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_885.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (886 of 2020) |######### | Elapsed Time: 0:59:54 ETA: 1:09:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_886.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_886.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (887 of 2020) |######### | Elapsed Time: 0:59:58 ETA: 1:17:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_887.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_887.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (888 of 2020) |######### | Elapsed Time: 1:00:02 ETA: 1:13:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_888.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_888.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (889 of 2020) |######### | Elapsed Time: 1:00:06 ETA: 1:19:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_889.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_889.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (890 of 2020) |######### | Elapsed Time: 1:00:10 ETA: 1:14:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_890.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_890.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (891 of 2020) |######### | Elapsed Time: 1:00:14 ETA: 1:10:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_891.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_891.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (892 of 2020) |######### | Elapsed Time: 1:00:18 ETA: 1:15:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_892.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_892.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (893 of 2020) |######### | Elapsed Time: 1:00:22 ETA: 1:16:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_893.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_893.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (894 of 2020) |######### | Elapsed Time: 1:00:26 ETA: 1:10:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_894.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_894.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (895 of 2020) |######### | Elapsed Time: 1:00:30 ETA: 1:19:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_895.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_895.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (896 of 2020) |######### | Elapsed Time: 1:00:34 ETA: 1:09:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_896.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_896.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (897 of 2020) |######### | Elapsed Time: 1:00:38 ETA: 1:16:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_897.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_897.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (898 of 2020) |######### | Elapsed Time: 1:00:42 ETA: 1:15:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_898.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_898.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (899 of 2020) |######### | Elapsed Time: 1:00:46 ETA: 1:11:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_899.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_899.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (900 of 2020) |######### | Elapsed Time: 1:00:50 ETA: 1:16:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_900.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_900.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (901 of 2020) |######### | Elapsed Time: 1:00:54 ETA: 1:21:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_901.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_901.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (902 of 2020) |######### | Elapsed Time: 1:00:58 ETA: 1:14:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_902.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_902.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (903 of 2020) |######### | Elapsed Time: 1:01:02 ETA: 1:17:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_903.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_903.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (904 of 2020) |######### | Elapsed Time: 1:01:06 ETA: 1:07:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_904.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_904.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (905 of 2020) |######### | Elapsed Time: 1:01:10 ETA: 1:12:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_905.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_905.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (906 of 2020) |######### | Elapsed Time: 1:01:14 ETA: 1:16:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_906.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_906.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (907 of 2020) |######### | Elapsed Time: 1:01:18 ETA: 1:08:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_907.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_907.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (908 of 2020) |######### | Elapsed Time: 1:01:22 ETA: 1:19:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_908.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_908.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (909 of 2020) |######### | Elapsed Time: 1:01:26 ETA: 1:13:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_909.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_909.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (910 of 2020) |######### | Elapsed Time: 1:01:30 ETA: 1:10:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_910.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_910.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (911 of 2020) |######### | Elapsed Time: 1:01:34 ETA: 1:17:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_911.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_911.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (912 of 2020) |######### | Elapsed Time: 1:01:38 ETA: 1:10:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_912.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_912.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (913 of 2020) |######### | Elapsed Time: 1:01:42 ETA: 1:17:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_913.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_913.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (914 of 2020) |######### | Elapsed Time: 1:01:46 ETA: 1:14:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_914.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_914.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (915 of 2020) |######### | Elapsed Time: 1:01:50 ETA: 1:08:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_915.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_915.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (916 of 2020) |######### | Elapsed Time: 1:01:54 ETA: 1:16:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_916.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_916.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (917 of 2020) |######### | Elapsed Time: 1:01:58 ETA: 1:12:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_917.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_917.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (918 of 2020) |######### | Elapsed Time: 1:02:02 ETA: 1:08:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_918.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_918.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (919 of 2020) |######### | Elapsed Time: 1:02:06 ETA: 1:13:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_919.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_919.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (920 of 2020) |######### | Elapsed Time: 1:02:09 ETA: 1:10:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_920.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_920.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (921 of 2020) |######### | Elapsed Time: 1:02:14 ETA: 1:17:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_921.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_921.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (922 of 2020) |######### | Elapsed Time: 1:02:18 ETA: 1:15:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_922.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_922.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (923 of 2020) |######### | Elapsed Time: 1:02:21 ETA: 1:06:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_923.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_923.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (924 of 2020) |######### | Elapsed Time: 1:02:25 ETA: 1:13:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_924.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_924.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (925 of 2020) |######### | Elapsed Time: 1:02:29 ETA: 1:13:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_925.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_925.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (926 of 2020) |######### | Elapsed Time: 1:02:33 ETA: 1:08:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_926.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_926.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (927 of 2020) |######### | Elapsed Time: 1:02:37 ETA: 1:16:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_927.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_927.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (928 of 2020) |######### | Elapsed Time: 1:02:41 ETA: 1:11:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_928.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_928.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (929 of 2020) |######### | Elapsed Time: 1:02:45 ETA: 1:11:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_929.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_929.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (930 of 2020) |######### | Elapsed Time: 1:02:49 ETA: 1:12:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_930.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_930.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (931 of 2020) |######### | Elapsed Time: 1:02:53 ETA: 1:08:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_931.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_931.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (932 of 2020) |######### | Elapsed Time: 1:02:57 ETA: 1:18:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_932.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_932.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (933 of 2020) |######### | Elapsed Time: 1:03:01 ETA: 1:14:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_933.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_933.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (934 of 2020) |######### | Elapsed Time: 1:03:05 ETA: 1:07:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_934.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_934.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (935 of 2020) |######### | Elapsed Time: 1:03:09 ETA: 1:13:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_935.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_935.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (936 of 2020) |######### | Elapsed Time: 1:03:13 ETA: 1:05:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_936.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_936.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (937 of 2020) |######### | Elapsed Time: 1:03:17 ETA: 1:18:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_937.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_937.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (938 of 2020) |######### | Elapsed Time: 1:03:21 ETA: 1:12:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_938.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_938.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (939 of 2020) |######### | Elapsed Time: 1:03:25 ETA: 1:05:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_939.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_939.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (940 of 2020) |######### | Elapsed Time: 1:03:29 ETA: 1:15:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_940.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_940.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (941 of 2020) |######### | Elapsed Time: 1:03:33 ETA: 1:12:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_941.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_941.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (942 of 2020) |######### | Elapsed Time: 1:03:37 ETA: 1:05:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_942.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_942.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (943 of 2020) |######### | Elapsed Time: 1:03:41 ETA: 1:14:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_943.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_943.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (944 of 2020) |######### | Elapsed Time: 1:03:44 ETA: 1:04:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_944.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_944.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (945 of 2020) |######### | Elapsed Time: 1:03:49 ETA: 1:14:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_945.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_945.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (946 of 2020) |######### | Elapsed Time: 1:03:53 ETA: 1:10:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_946.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_946.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (947 of 2020) |######### | Elapsed Time: 1:03:56 ETA: 1:05:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_947.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_947.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (948 of 2020) |######### | Elapsed Time: 1:04:00 ETA: 1:16:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_948.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_948.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (949 of 2020) |######### | Elapsed Time: 1:04:04 ETA: 1:10:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_949.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_949.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (950 of 2020) |######### | Elapsed Time: 1:04:08 ETA: 1:06:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_950.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_950.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (951 of 2020) |######### | Elapsed Time: 1:04:12 ETA: 1:14:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_951.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_951.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (952 of 2020) |######### | Elapsed Time: 1:04:16 ETA: 1:07:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_952.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_952.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (953 of 2020) |######### | Elapsed Time: 1:04:20 ETA: 1:13:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_953.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_953.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (954 of 2020) |######### | Elapsed Time: 1:04:24 ETA: 1:13:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_954.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_954.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (955 of 2020) |######### | Elapsed Time: 1:04:28 ETA: 1:07:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_955.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_955.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (956 of 2020) |######### | Elapsed Time: 1:04:33 ETA: 1:17:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_956.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_956.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (957 of 2020) |######### | Elapsed Time: 1:04:37 ETA: 1:12:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_957.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_957.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (958 of 2020) |######### | Elapsed Time: 1:04:40 ETA: 1:05:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_958.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_958.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (959 of 2020) |######### | Elapsed Time: 1:04:45 ETA: 1:11:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_959.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_959.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (960 of 2020) |######### | Elapsed Time: 1:04:48 ETA: 1:05:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_960.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_960.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (961 of 2020) |######### | Elapsed Time: 1:04:52 ETA: 1:10:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_961.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_961.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (962 of 2020) |########## | Elapsed Time: 1:04:56 ETA: 1:10:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_962.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_962.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (963 of 2020) |########## | Elapsed Time: 1:05:00 ETA: 1:04:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_963.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_963.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (964 of 2020) |########## | Elapsed Time: 1:05:04 ETA: 1:11:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_964.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_964.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (965 of 2020) |########## | Elapsed Time: 1:05:08 ETA: 1:11:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_965.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_965.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (966 of 2020) |########## | Elapsed Time: 1:05:12 ETA: 1:10:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_966.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_966.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (967 of 2020) |########## | Elapsed Time: 1:05:16 ETA: 1:12:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_967.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_967.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (968 of 2020) |########## | Elapsed Time: 1:05:20 ETA: 1:09:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_968.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_968.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (969 of 2020) |########## | Elapsed Time: 1:05:25 ETA: 1:18:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_969.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_969.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (970 of 2020) |########## | Elapsed Time: 1:05:29 ETA: 1:10:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_970.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_970.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (971 of 2020) |########## | Elapsed Time: 1:05:33 ETA: 1:07:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_971.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_971.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (972 of 2020) |########## | Elapsed Time: 1:05:37 ETA: 1:13:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_972.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_972.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (973 of 2020) |########## | Elapsed Time: 1:05:40 ETA: 1:05:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_973.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_973.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (974 of 2020) |########## | Elapsed Time: 1:05:44 ETA: 1:06:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_974.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_974.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (975 of 2020) |########## | Elapsed Time: 1:05:48 ETA: 1:10:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_975.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_975.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (976 of 2020) |########## | Elapsed Time: 1:05:52 ETA: 1:04:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_976.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_976.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (977 of 2020) |########## | Elapsed Time: 1:05:56 ETA: 1:10:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_977.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_977.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (978 of 2020) |########## | Elapsed Time: 1:06:00 ETA: 1:11:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_978.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_978.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (979 of 2020) |########## | Elapsed Time: 1:06:04 ETA: 1:02:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_979.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_979.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (980 of 2020) |########## | Elapsed Time: 1:06:08 ETA: 1:12:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_980.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_980.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (981 of 2020) |########## | Elapsed Time: 1:06:12 ETA: 1:10:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_981.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_981.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (982 of 2020) |########## | Elapsed Time: 1:06:16 ETA: 1:01:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_982.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_982.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (983 of 2020) |########## | Elapsed Time: 1:06:20 ETA: 1:13:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_983.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_983.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (984 of 2020) |########## | Elapsed Time: 1:06:24 ETA: 1:04:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_984.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_984.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (985 of 2020) |########## | Elapsed Time: 1:06:28 ETA: 1:09:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_985.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_985.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (986 of 2020) |########## | Elapsed Time: 1:06:31 ETA: 1:06:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_986.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_986.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (987 of 2020) |########## | Elapsed Time: 1:06:35 ETA: 1:05:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_987.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_987.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (988 of 2020) |########## | Elapsed Time: 1:06:39 ETA: 1:11:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_988.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_988.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (989 of 2020) |########## | Elapsed Time: 1:06:44 ETA: 1:13:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_989.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_989.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (990 of 2020) |########## | Elapsed Time: 1:06:48 ETA: 1:07:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_990.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_990.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (991 of 2020) |########## | Elapsed Time: 1:06:52 ETA: 1:09:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_991.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_991.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (992 of 2020) |########## | Elapsed Time: 1:06:56 ETA: 1:06:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_992.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_992.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (993 of 2020) |########## | Elapsed Time: 1:07:00 ETA: 1:12:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_993.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_993.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (994 of 2020) |########## | Elapsed Time: 1:07:04 ETA: 1:10:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_994.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_994.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (995 of 2020) |########## | Elapsed Time: 1:07:08 ETA: 1:06:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_995.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_995.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (996 of 2020) |########## | Elapsed Time: 1:07:12 ETA: 1:12:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_996.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_996.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (997 of 2020) |########## | Elapsed Time: 1:07:16 ETA: 1:09:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_997.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_997.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (998 of 2020) |########## | Elapsed Time: 1:07:20 ETA: 1:06:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_998.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_998.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (999 of 2020) |########## | Elapsed Time: 1:07:24 ETA: 1:10:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_999.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_999.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:38 ETA: 00:00:00
Total test loss: 3.229292488574982 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1000.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1000.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1001 of 2020) |###### | Elapsed Time: 1:09:11 ETA: 1 day, 5:10:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1001.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1001.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1002 of 2020) |######### | Elapsed Time: 1:09:14 ETA: 1:01:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1002.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1002.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1003 of 2020) |######### | Elapsed Time: 1:09:19 ETA: 1:13:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1003.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1003.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1004 of 2020) |######### | Elapsed Time: 1:09:23 ETA: 1:06:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1004.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1004.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1005 of 2020) |######### | Elapsed Time: 1:09:27 ETA: 1:03:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1005.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1005.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1006 of 2020) |######### | Elapsed Time: 1:09:30 ETA: 1:05:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1006.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1006.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1007 of 2020) |######### | Elapsed Time: 1:09:34 ETA: 1:03:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1007.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1007.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1008 of 2020) |######### | Elapsed Time: 1:09:38 ETA: 1:06:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1008.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1008.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1009 of 2020) |######### | Elapsed Time: 1:09:42 ETA: 1:09:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1009.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1009.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1010 of 2020) |########## | Elapsed Time: 1:09:46 ETA: 1:02:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1010.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1010.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1011 of 2020) |########## | Elapsed Time: 1:09:50 ETA: 1:08:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1011.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1011.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1012 of 2020) |########## | Elapsed Time: 1:09:54 ETA: 1:05:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1012.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1012.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1013 of 2020) |########## | Elapsed Time: 1:09:58 ETA: 1:01:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1013.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1013.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1014 of 2020) |########## | Elapsed Time: 1:10:02 ETA: 1:10:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1014.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1014.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1015 of 2020) |########## | Elapsed Time: 1:10:06 ETA: 1:07:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1015.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1015.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1016 of 2020) |########## | Elapsed Time: 1:10:09 ETA: 0:58:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1016.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1016.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1017 of 2020) |########## | Elapsed Time: 1:10:13 ETA: 1:08:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1017.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1017.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1018 of 2020) |########## | Elapsed Time: 1:10:17 ETA: 1:05:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1018.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1018.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1019 of 2020) |########## | Elapsed Time: 1:10:21 ETA: 1:07:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1019.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1019.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1020 of 2020) |########## | Elapsed Time: 1:10:26 ETA: 1:09:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1020.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1020.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1021 of 2020) |########## | Elapsed Time: 1:10:29 ETA: 1:02:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1021.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1021.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1022 of 2020) |########## | Elapsed Time: 1:10:33 ETA: 1:02:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1022.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1022.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1023 of 2020) |########## | Elapsed Time: 1:10:37 ETA: 1:09:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1023.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1023.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1024 of 2020) |########## | Elapsed Time: 1:10:41 ETA: 1:05:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1024.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1024.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1025 of 2020) |########## | Elapsed Time: 1:10:45 ETA: 1:04:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1025.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1025.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1026 of 2020) |########## | Elapsed Time: 1:10:49 ETA: 1:05:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1026.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1026.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1027 of 2020) |########## | Elapsed Time: 1:10:53 ETA: 1:06:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1027.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1027.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1028 of 2020) |########## | Elapsed Time: 1:10:57 ETA: 1:00:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1028.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1028.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1029 of 2020) |########## | Elapsed Time: 1:11:01 ETA: 1:10:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1029.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1029.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1030 of 2020) |########## | Elapsed Time: 1:11:05 ETA: 1:05:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1030.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1030.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1031 of 2020) |########## | Elapsed Time: 1:11:09 ETA: 1:00:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1031.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1031.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1032 of 2020) |########## | Elapsed Time: 1:11:13 ETA: 1:07:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1032.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1032.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1033 of 2020) |########## | Elapsed Time: 1:11:17 ETA: 1:04:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1033.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1033.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1034 of 2020) |########## | Elapsed Time: 1:11:20 ETA: 1:00:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1034.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1034.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1035 of 2020) |########## | Elapsed Time: 1:11:25 ETA: 1:07:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1035.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1035.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1036 of 2020) |########## | Elapsed Time: 1:11:29 ETA: 1:04:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1036.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1036.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1037 of 2020) |########## | Elapsed Time: 1:11:32 ETA: 0:59:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1037.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1037.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1038 of 2020) |########## | Elapsed Time: 1:11:36 ETA: 1:03:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1038.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1038.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1039 of 2020) |########## | Elapsed Time: 1:11:40 ETA: 1:04:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1039.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1039.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1040 of 2020) |########## | Elapsed Time: 1:11:44 ETA: 0:59:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1040.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1040.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1041 of 2020) |########## | Elapsed Time: 1:11:48 ETA: 1:06:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1041.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1041.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1042 of 2020) |########## | Elapsed Time: 1:11:52 ETA: 1:05:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1042.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1042.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1043 of 2020) |########## | Elapsed Time: 1:11:56 ETA: 1:01:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1043.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1043.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1044 of 2020) |########## | Elapsed Time: 1:11:59 ETA: 1:03:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1044.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1044.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1045 of 2020) |########## | Elapsed Time: 1:12:03 ETA: 1:03:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1045.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1045.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1046 of 2020) |########## | Elapsed Time: 1:12:07 ETA: 0:58:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1046.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1046.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1047 of 2020) |########## | Elapsed Time: 1:12:11 ETA: 1:05:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1047.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1047.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1048 of 2020) |########## | Elapsed Time: 1:12:15 ETA: 1:04:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1048.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1048.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1049 of 2020) |########## | Elapsed Time: 1:12:19 ETA: 0:59:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1049.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1049.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1050 of 2020) |########## | Elapsed Time: 1:12:23 ETA: 1:05:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1050.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1050.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1051 of 2020) |########## | Elapsed Time: 1:12:27 ETA: 1:10:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1051.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1051.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1052 of 2020) |########## | Elapsed Time: 1:12:31 ETA: 0:58:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1052.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1052.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1053 of 2020) |########## | Elapsed Time: 1:12:35 ETA: 1:07:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1053.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1053.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1054 of 2020) |########## | Elapsed Time: 1:12:39 ETA: 1:06:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1054.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1054.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1055 of 2020) |########## | Elapsed Time: 1:12:43 ETA: 0:59:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1055.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1055.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1056 of 2020) |########## | Elapsed Time: 1:12:47 ETA: 1:05:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1056.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1056.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1057 of 2020) |########## | Elapsed Time: 1:12:51 ETA: 1:00:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1057.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1057.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1058 of 2020) |########## | Elapsed Time: 1:12:55 ETA: 1:08:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1058.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1058.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1059 of 2020) |########## | Elapsed Time: 1:12:59 ETA: 1:10:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1059.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1059.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1060 of 2020) |########## | Elapsed Time: 1:13:03 ETA: 1:00:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1060.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1060.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1061 of 2020) |########## | Elapsed Time: 1:13:07 ETA: 1:06:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1061.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1061.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1062 of 2020) |########## | Elapsed Time: 1:13:11 ETA: 1:04:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1062.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1062.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1063 of 2020) |########## | Elapsed Time: 1:13:15 ETA: 0:58:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1063.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1063.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1064 of 2020) |########## | Elapsed Time: 1:13:19 ETA: 1:05:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1064.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1064.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1065 of 2020) |########## | Elapsed Time: 1:13:23 ETA: 1:03:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1065.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1065.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1066 of 2020) |########## | Elapsed Time: 1:13:27 ETA: 1:03:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1066.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1066.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1067 of 2020) |########## | Elapsed Time: 1:13:31 ETA: 1:02:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1067.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1067.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1068 of 2020) |########## | Elapsed Time: 1:13:35 ETA: 1:00:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1068.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1068.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1069 of 2020) |########## | Elapsed Time: 1:13:39 ETA: 1:05:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1069.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1069.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1070 of 2020) |########## | Elapsed Time: 1:13:43 ETA: 1:03:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1070.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1070.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1071 of 2020) |########## | Elapsed Time: 1:13:47 ETA: 0:58:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1071.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1071.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1072 of 2020) |########## | Elapsed Time: 1:13:51 ETA: 1:10:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1072.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1072.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1073 of 2020) |########## | Elapsed Time: 1:13:55 ETA: 0:58:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1073.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1073.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1074 of 2020) |########## | Elapsed Time: 1:13:59 ETA: 1:05:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1074.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1074.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1075 of 2020) |########## | Elapsed Time: 1:14:03 ETA: 1:03:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1075.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1075.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1076 of 2020) |########## | Elapsed Time: 1:14:07 ETA: 0:59:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1076.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1076.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1077 of 2020) |########## | Elapsed Time: 1:14:11 ETA: 1:05:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1077.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1077.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1078 of 2020) |########## | Elapsed Time: 1:14:15 ETA: 1:04:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1078.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1078.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1079 of 2020) |########## | Elapsed Time: 1:14:19 ETA: 0:58:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1079.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1079.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1080 of 2020) |########## | Elapsed Time: 1:14:23 ETA: 1:08:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1080.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1080.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1081 of 2020) |########## | Elapsed Time: 1:14:27 ETA: 0:57:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1081.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1081.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1082 of 2020) |########## | Elapsed Time: 1:14:31 ETA: 1:04:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1082.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1082.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1083 of 2020) |########## | Elapsed Time: 1:14:35 ETA: 1:01:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1083.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1083.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1084 of 2020) |########## | Elapsed Time: 1:14:39 ETA: 0:58:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1084.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1084.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1085 of 2020) |########## | Elapsed Time: 1:14:43 ETA: 1:04:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1085.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1085.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1086 of 2020) |########## | Elapsed Time: 1:14:47 ETA: 1:03:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1086.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1086.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1087 of 2020) |########## | Elapsed Time: 1:14:51 ETA: 0:58:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1087.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1087.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1088 of 2020) |########## | Elapsed Time: 1:14:55 ETA: 1:05:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1088.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1088.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1089 of 2020) |########## | Elapsed Time: 1:14:59 ETA: 0:57:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1089.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1089.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1090 of 2020) |########## | Elapsed Time: 1:15:03 ETA: 1:05:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1090.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1090.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1091 of 2020) |########## | Elapsed Time: 1:15:07 ETA: 0:59:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1091.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1091.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1092 of 2020) |########## | Elapsed Time: 1:15:10 ETA: 0:57:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1092.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1092.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1093 of 2020) |########## | Elapsed Time: 1:15:14 ETA: 1:02:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1093.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1093.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1094 of 2020) |########## | Elapsed Time: 1:15:19 ETA: 1:05:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1094.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1094.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1095 of 2020) |########## | Elapsed Time: 1:15:22 ETA: 0:57:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1095.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1095.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1096 of 2020) |########## | Elapsed Time: 1:15:27 ETA: 1:03:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1096.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1096.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1097 of 2020) |########## | Elapsed Time: 1:15:30 ETA: 0:55:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1097.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1097.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1098 of 2020) |########## | Elapsed Time: 1:15:34 ETA: 1:01:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1098.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1098.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1099 of 2020) |########## | Elapsed Time: 1:15:38 ETA: 1:04:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1099.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1099.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1100 of 2020) |########## | Elapsed Time: 1:15:42 ETA: 0:57:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1100.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1100.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1101 of 2020) |########## | Elapsed Time: 1:15:46 ETA: 1:01:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1101.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1101.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1102 of 2020) |########## | Elapsed Time: 1:15:50 ETA: 1:02:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1102.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1102.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1103 of 2020) |########## | Elapsed Time: 1:15:54 ETA: 0:57:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1103.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1103.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1104 of 2020) |########## | Elapsed Time: 1:15:58 ETA: 1:03:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1104.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1104.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1105 of 2020) |########## | Elapsed Time: 1:16:02 ETA: 0:57:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1105.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1105.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1106 of 2020) |########## | Elapsed Time: 1:16:06 ETA: 1:03:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1106.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1106.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1107 of 2020) |########## | Elapsed Time: 1:16:10 ETA: 0:59:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1107.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1107.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1108 of 2020) |########## | Elapsed Time: 1:16:14 ETA: 0:56:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1108.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1108.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1109 of 2020) |########## | Elapsed Time: 1:16:18 ETA: 1:01:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1109.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1109.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1110 of 2020) |########## | Elapsed Time: 1:16:22 ETA: 1:01:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1110.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1110.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1111 of 2020) |########### | Elapsed Time: 1:16:25 ETA: 0:56:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1111.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1111.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1112 of 2020) |########### | Elapsed Time: 1:16:30 ETA: 1:01:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1112.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1112.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1113 of 2020) |########### | Elapsed Time: 1:16:33 ETA: 0:55:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1113.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1113.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1114 of 2020) |########### | Elapsed Time: 1:16:37 ETA: 1:04:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1114.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1114.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1115 of 2020) |########### | Elapsed Time: 1:16:41 ETA: 0:57:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1115.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1115.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1116 of 2020) |########### | Elapsed Time: 1:16:45 ETA: 0:56:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1116.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1116.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1117 of 2020) |########### | Elapsed Time: 1:16:49 ETA: 1:02:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1117.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1117.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1118 of 2020) |########### | Elapsed Time: 1:16:53 ETA: 0:58:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1118.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1118.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1119 of 2020) |########### | Elapsed Time: 1:16:57 ETA: 0:56:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1119.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1119.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1120 of 2020) |########### | Elapsed Time: 1:17:01 ETA: 1:00:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1120.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1120.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1121 of 2020) |########### | Elapsed Time: 1:17:05 ETA: 0:54:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1121.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1121.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1122 of 2020) |########### | Elapsed Time: 1:17:09 ETA: 1:01:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1122.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1122.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1123 of 2020) |########### | Elapsed Time: 1:17:13 ETA: 0:59:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1123.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1123.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1124 of 2020) |########### | Elapsed Time: 1:17:16 ETA: 0:56:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1124.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1124.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1125 of 2020) |########### | Elapsed Time: 1:17:20 ETA: 1:01:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1125.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1125.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1126 of 2020) |########### | Elapsed Time: 1:17:24 ETA: 0:59:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1126.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1126.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1127 of 2020) |########### | Elapsed Time: 1:17:28 ETA: 0:55:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1127.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1127.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1128 of 2020) |########### | Elapsed Time: 1:17:32 ETA: 1:02:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1128.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1128.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1129 of 2020) |########### | Elapsed Time: 1:17:36 ETA: 0:54:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1129.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1129.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1130 of 2020) |########### | Elapsed Time: 1:17:40 ETA: 1:01:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1130.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1130.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1131 of 2020) |########### | Elapsed Time: 1:17:44 ETA: 1:00:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1131.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1131.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1132 of 2020) |########### | Elapsed Time: 1:17:48 ETA: 0:56:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1132.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1132.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1133 of 2020) |########### | Elapsed Time: 1:17:52 ETA: 1:02:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1133.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1133.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1134 of 2020) |########### | Elapsed Time: 1:17:56 ETA: 1:00:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1134.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1134.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1135 of 2020) |########### | Elapsed Time: 1:18:00 ETA: 0:56:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1135.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1135.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1136 of 2020) |########### | Elapsed Time: 1:18:04 ETA: 0:59:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1136.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1136.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1137 of 2020) |########### | Elapsed Time: 1:18:08 ETA: 0:54:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1137.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1137.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1138 of 2020) |########### | Elapsed Time: 1:18:12 ETA: 1:01:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1138.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1138.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1139 of 2020) |########### | Elapsed Time: 1:18:16 ETA: 0:56:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1139.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1139.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1140 of 2020) |########### | Elapsed Time: 1:18:20 ETA: 0:54:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1140.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1140.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1141 of 2020) |########### | Elapsed Time: 1:18:24 ETA: 0:58:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1141.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1141.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1142 of 2020) |########### | Elapsed Time: 1:18:28 ETA: 1:02:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1142.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1142.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1143 of 2020) |########### | Elapsed Time: 1:18:32 ETA: 0:53:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1143.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1143.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1144 of 2020) |########### | Elapsed Time: 1:18:36 ETA: 0:58:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1144.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1144.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1145 of 2020) |########### | Elapsed Time: 1:18:39 ETA: 0:53:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1145.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1145.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1146 of 2020) |########### | Elapsed Time: 1:18:43 ETA: 0:58:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1146.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1146.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1147 of 2020) |########### | Elapsed Time: 1:18:47 ETA: 0:58:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1147.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1147.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1148 of 2020) |########### | Elapsed Time: 1:18:51 ETA: 0:56:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1148.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1148.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1149 of 2020) |########### | Elapsed Time: 1:18:55 ETA: 1:00:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1149.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1149.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1150 of 2020) |########### | Elapsed Time: 1:18:59 ETA: 0:58:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1150.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1150.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1151 of 2020) |########### | Elapsed Time: 1:19:03 ETA: 0:55:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1151.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1151.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1152 of 2020) |########### | Elapsed Time: 1:19:07 ETA: 1:00:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1152.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1152.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1153 of 2020) |########### | Elapsed Time: 1:19:11 ETA: 0:52:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1153.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1153.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1154 of 2020) |########### | Elapsed Time: 1:19:16 ETA: 1:05:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1154.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1154.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1155 of 2020) |########### | Elapsed Time: 1:19:19 ETA: 0:55:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1155.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1155.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1156 of 2020) |########### | Elapsed Time: 1:19:23 ETA: 0:53:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1156.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1156.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1157 of 2020) |########### | Elapsed Time: 1:19:27 ETA: 0:57:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1157.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1157.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1158 of 2020) |########### | Elapsed Time: 1:19:31 ETA: 0:58:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1158.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1158.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1159 of 2020) |########### | Elapsed Time: 1:19:35 ETA: 0:53:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1159.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1159.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1160 of 2020) |########### | Elapsed Time: 1:19:39 ETA: 0:57:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1160.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1160.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1161 of 2020) |########### | Elapsed Time: 1:19:43 ETA: 0:51:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1161.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1161.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1162 of 2020) |########### | Elapsed Time: 1:19:47 ETA: 0:57:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1162.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1162.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1163 of 2020) |########### | Elapsed Time: 1:19:51 ETA: 0:58:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1163.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1163.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1164 of 2020) |########### | Elapsed Time: 1:19:55 ETA: 0:54:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1164.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1164.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1165 of 2020) |########### | Elapsed Time: 1:19:59 ETA: 0:58:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1165.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1165.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1166 of 2020) |########### | Elapsed Time: 1:20:03 ETA: 0:56:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1166.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1166.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1167 of 2020) |########### | Elapsed Time: 1:20:07 ETA: 0:56:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1167.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1167.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1168 of 2020) |########### | Elapsed Time: 1:20:11 ETA: 0:57:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1168.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1168.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1169 of 2020) |########### | Elapsed Time: 1:20:14 ETA: 0:51:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1169.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1169.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1170 of 2020) |########### | Elapsed Time: 1:20:19 ETA: 0:57:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1170.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1170.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1171 of 2020) |########### | Elapsed Time: 1:20:22 ETA: 0:55:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1171.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1171.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1172 of 2020) |########### | Elapsed Time: 1:20:26 ETA: 0:51:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1172.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1172.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1173 of 2020) |########### | Elapsed Time: 1:20:30 ETA: 0:57:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1173.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1173.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1174 of 2020) |########### | Elapsed Time: 1:20:34 ETA: 0:54:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1174.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1174.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1175 of 2020) |########### | Elapsed Time: 1:20:38 ETA: 0:54:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1175.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1175.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1176 of 2020) |########### | Elapsed Time: 1:20:42 ETA: 0:58:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1176.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1176.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1177 of 2020) |########### | Elapsed Time: 1:20:46 ETA: 0:52:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1177.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1177.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1178 of 2020) |########### | Elapsed Time: 1:20:50 ETA: 1:00:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1178.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1178.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1179 of 2020) |########### | Elapsed Time: 1:20:54 ETA: 0:56:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1179.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1179.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1180 of 2020) |########### | Elapsed Time: 1:20:58 ETA: 0:51:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1180.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1180.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1181 of 2020) |########### | Elapsed Time: 1:21:02 ETA: 0:56:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1181.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1181.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1182 of 2020) |########### | Elapsed Time: 1:21:06 ETA: 0:56:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1182.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1182.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1183 of 2020) |########### | Elapsed Time: 1:21:10 ETA: 0:52:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1183.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1183.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1184 of 2020) |########### | Elapsed Time: 1:21:14 ETA: 0:56:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1184.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1184.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1185 of 2020) |########### | Elapsed Time: 1:21:17 ETA: 0:52:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1185.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1185.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1186 of 2020) |########### | Elapsed Time: 1:21:22 ETA: 0:58:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1186.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1186.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1187 of 2020) |########### | Elapsed Time: 1:21:26 ETA: 0:54:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1187.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1187.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1188 of 2020) |########### | Elapsed Time: 1:21:29 ETA: 0:50:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1188.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1188.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1189 of 2020) |########### | Elapsed Time: 1:21:33 ETA: 0:58:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1189.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1189.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1190 of 2020) |########### | Elapsed Time: 1:21:38 ETA: 0:57:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1190.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1190.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1191 of 2020) |########### | Elapsed Time: 1:21:41 ETA: 0:51:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1191.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1191.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1192 of 2020) |########### | Elapsed Time: 1:21:45 ETA: 0:54:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1192.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1192.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1193 of 2020) |########### | Elapsed Time: 1:21:49 ETA: 0:51:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1193.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1193.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1194 of 2020) |########### | Elapsed Time: 1:21:53 ETA: 0:57:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1194.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1194.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1195 of 2020) |########### | Elapsed Time: 1:21:57 ETA: 0:54:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1195.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1195.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1196 of 2020) |########### | Elapsed Time: 1:22:01 ETA: 0:51:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1196.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1196.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1197 of 2020) |########### | Elapsed Time: 1:22:05 ETA: 0:55:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1197.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1197.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1198 of 2020) |########### | Elapsed Time: 1:22:09 ETA: 0:55:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1198.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1198.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1199 of 2020) |########### | Elapsed Time: 1:22:13 ETA: 0:49:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1199.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1199.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1200 of 2020) |########### | Elapsed Time: 1:22:17 ETA: 0:56:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1200.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1200.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1201 of 2020) |########### | Elapsed Time: 1:22:20 ETA: 0:49:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1201.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1201.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1202 of 2020) |########### | Elapsed Time: 1:22:24 ETA: 0:56:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1202.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1202.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1203 of 2020) |########### | Elapsed Time: 1:22:28 ETA: 0:53:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1203.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1203.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1204 of 2020) |########### | Elapsed Time: 1:22:32 ETA: 0:51:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1204.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1204.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1205 of 2020) |########### | Elapsed Time: 1:22:36 ETA: 0:57:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1205.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1205.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1206 of 2020) |########### | Elapsed Time: 1:22:40 ETA: 0:54:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1206.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1206.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1207 of 2020) |########### | Elapsed Time: 1:22:44 ETA: 0:49:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1207.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1207.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1208 of 2020) |########### | Elapsed Time: 1:22:48 ETA: 0:55:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1208.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1208.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1209 of 2020) |########### | Elapsed Time: 1:22:52 ETA: 0:50:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1209.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1209.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1210 of 2020) |########### | Elapsed Time: 1:22:56 ETA: 0:54:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1210.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1210.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1211 of 2020) |########### | Elapsed Time: 1:23:00 ETA: 0:54:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1211.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1211.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1212 of 2020) |############ | Elapsed Time: 1:23:04 ETA: 0:48:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1212.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1212.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1213 of 2020) |############ | Elapsed Time: 1:23:08 ETA: 0:55:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1213.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1213.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1214 of 2020) |############ | Elapsed Time: 1:23:12 ETA: 0:52:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1214.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1214.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1215 of 2020) |############ | Elapsed Time: 1:23:15 ETA: 0:50:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1215.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1215.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1216 of 2020) |############ | Elapsed Time: 1:23:20 ETA: 0:56:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1216.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1216.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1217 of 2020) |############ | Elapsed Time: 1:23:23 ETA: 0:52:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1217.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1217.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1218 of 2020) |############ | Elapsed Time: 1:23:27 ETA: 0:53:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1218.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1218.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1219 of 2020) |############ | Elapsed Time: 1:23:31 ETA: 0:53:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1219.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1219.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1220 of 2020) |############ | Elapsed Time: 1:23:35 ETA: 0:49:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1220.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1220.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1221 of 2020) |############ | Elapsed Time: 1:23:39 ETA: 0:55:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1221.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1221.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1222 of 2020) |############ | Elapsed Time: 1:23:43 ETA: 0:54:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1222.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1222.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1223 of 2020) |############ | Elapsed Time: 1:23:47 ETA: 0:51:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1223.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1223.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1224 of 2020) |############ | Elapsed Time: 1:23:52 ETA: 0:55:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1224.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1224.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1225 of 2020) |############ | Elapsed Time: 1:23:55 ETA: 0:49:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1225.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1225.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1226 of 2020) |############ | Elapsed Time: 1:23:59 ETA: 0:53:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1226.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1226.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1227 of 2020) |############ | Elapsed Time: 1:24:03 ETA: 0:52:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1227.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1227.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1228 of 2020) |############ | Elapsed Time: 1:24:07 ETA: 0:48:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1228.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1228.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1229 of 2020) |############ | Elapsed Time: 1:24:11 ETA: 0:55:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1229.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1229.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1230 of 2020) |############ | Elapsed Time: 1:24:15 ETA: 0:53:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1230.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1230.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1231 of 2020) |############ | Elapsed Time: 1:24:19 ETA: 0:48:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1231.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1231.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1232 of 2020) |############ | Elapsed Time: 1:24:23 ETA: 0:54:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1232.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1232.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1233 of 2020) |############ | Elapsed Time: 1:24:27 ETA: 0:50:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1233.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1233.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1234 of 2020) |############ | Elapsed Time: 1:24:31 ETA: 0:53:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1234.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1234.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1235 of 2020) |############ | Elapsed Time: 1:24:35 ETA: 0:51:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1235.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1235.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1236 of 2020) |############ | Elapsed Time: 1:24:39 ETA: 0:48:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1236.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1236.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1237 of 2020) |############ | Elapsed Time: 1:24:43 ETA: 0:53:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1237.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1237.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1238 of 2020) |############ | Elapsed Time: 1:24:47 ETA: 0:53:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1238.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1238.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1239 of 2020) |############ | Elapsed Time: 1:24:51 ETA: 0:47:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1239.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1239.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1240 of 2020) |############ | Elapsed Time: 1:24:55 ETA: 0:53:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1240.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1240.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1241 of 2020) |############ | Elapsed Time: 1:24:58 ETA: 0:47:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1241.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1241.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1242 of 2020) |############ | Elapsed Time: 1:25:02 ETA: 0:50:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1242.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1242.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1243 of 2020) |############ | Elapsed Time: 1:25:06 ETA: 0:53:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1243.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1243.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1244 of 2020) |############ | Elapsed Time: 1:25:10 ETA: 0:47:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1244.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1244.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1245 of 2020) |############ | Elapsed Time: 1:25:14 ETA: 0:51:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1245.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1245.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1246 of 2020) |############ | Elapsed Time: 1:25:18 ETA: 0:53:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1246.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1246.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1247 of 2020) |############ | Elapsed Time: 1:25:22 ETA: 0:49:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1247.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1247.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1248 of 2020) |############ | Elapsed Time: 1:25:26 ETA: 0:53:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1248.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1248.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1249 of 2020) |############ | Elapsed Time: 1:25:30 ETA: 0:48:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1249.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1249.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1250 of 2020) |############ | Elapsed Time: 1:25:34 ETA: 0:54:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1250.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1250.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1251 of 2020) |############ | Elapsed Time: 1:25:38 ETA: 0:50:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1251.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1251.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1252 of 2020) |############ | Elapsed Time: 1:25:42 ETA: 0:48:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1252.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1252.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1253 of 2020) |############ | Elapsed Time: 1:25:46 ETA: 0:52:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1253.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1253.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1254 of 2020) |############ | Elapsed Time: 1:25:50 ETA: 0:51:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1254.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1254.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1255 of 2020) |############ | Elapsed Time: 1:25:54 ETA: 0:47:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1255.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1255.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1256 of 2020) |############ | Elapsed Time: 1:25:58 ETA: 0:51:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1256.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1256.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1257 of 2020) |############ | Elapsed Time: 1:26:02 ETA: 0:49:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1257.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1257.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1258 of 2020) |############ | Elapsed Time: 1:26:06 ETA: 0:53:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1258.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1258.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1259 of 2020) |############ | Elapsed Time: 1:26:10 ETA: 0:50:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1259.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1259.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1260 of 2020) |############ | Elapsed Time: 1:26:14 ETA: 0:46:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1260.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1260.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1261 of 2020) |############ | Elapsed Time: 1:26:18 ETA: 0:51:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1261.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1261.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1262 of 2020) |############ | Elapsed Time: 1:26:22 ETA: 0:50:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1262.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1262.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1263 of 2020) |############ | Elapsed Time: 1:26:25 ETA: 0:47:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1263.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1263.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1264 of 2020) |############ | Elapsed Time: 1:26:30 ETA: 0:51:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1264.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1264.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1265 of 2020) |############ | Elapsed Time: 1:26:33 ETA: 0:48:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1265.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1265.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1266 of 2020) |############ | Elapsed Time: 1:26:37 ETA: 0:52:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1266.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1266.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1267 of 2020) |############ | Elapsed Time: 1:26:41 ETA: 0:49:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1267.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1267.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1268 of 2020) |############ | Elapsed Time: 1:26:45 ETA: 0:48:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1268.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1268.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1269 of 2020) |############ | Elapsed Time: 1:26:49 ETA: 0:48:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1269.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1269.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1270 of 2020) |############ | Elapsed Time: 1:26:53 ETA: 0:49:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1270.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1270.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1271 of 2020) |############ | Elapsed Time: 1:26:57 ETA: 0:45:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1271.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1271.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1272 of 2020) |############ | Elapsed Time: 1:27:01 ETA: 0:51:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1272.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1272.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1273 of 2020) |############ | Elapsed Time: 1:27:05 ETA: 0:46:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1273.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1273.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1274 of 2020) |############ | Elapsed Time: 1:27:09 ETA: 0:52:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1274.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1274.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1275 of 2020) |############ | Elapsed Time: 1:27:13 ETA: 0:50:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1275.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1275.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1276 of 2020) |############ | Elapsed Time: 1:27:17 ETA: 0:46:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1276.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1276.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1277 of 2020) |############ | Elapsed Time: 1:27:21 ETA: 0:51:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1277.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1277.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1278 of 2020) |############ | Elapsed Time: 1:27:25 ETA: 0:49:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1278.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1278.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1279 of 2020) |############ | Elapsed Time: 1:27:29 ETA: 0:46:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1279.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1279.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1280 of 2020) |############ | Elapsed Time: 1:27:33 ETA: 0:52:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1280.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1280.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1281 of 2020) |############ | Elapsed Time: 1:27:37 ETA: 0:46:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1281.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1281.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1282 of 2020) |############ | Elapsed Time: 1:27:41 ETA: 0:50:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1282.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1282.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1283 of 2020) |############ | Elapsed Time: 1:27:45 ETA: 0:48:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1283.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1283.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1284 of 2020) |############ | Elapsed Time: 1:27:49 ETA: 0:44:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1284.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1284.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1285 of 2020) |############ | Elapsed Time: 1:27:53 ETA: 0:50:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1285.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1285.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1286 of 2020) |############ | Elapsed Time: 1:27:56 ETA: 0:45:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1286.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1286.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1287 of 2020) |############ | Elapsed Time: 1:28:00 ETA: 0:48:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1287.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1287.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1288 of 2020) |############ | Elapsed Time: 1:28:04 ETA: 0:50:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1288.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1288.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1289 of 2020) |############ | Elapsed Time: 1:28:08 ETA: 0:44:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1289.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1289.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1290 of 2020) |############ | Elapsed Time: 1:28:12 ETA: 0:49:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1290.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1290.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1291 of 2020) |############ | Elapsed Time: 1:28:16 ETA: 0:47:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1291.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1291.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1292 of 2020) |############ | Elapsed Time: 1:28:20 ETA: 0:46:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1292.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1292.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1293 of 2020) |############ | Elapsed Time: 1:28:24 ETA: 0:51:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1293.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1293.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1294 of 2020) |############ | Elapsed Time: 1:28:28 ETA: 0:48:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1294.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1294.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1295 of 2020) |############ | Elapsed Time: 1:28:32 ETA: 0:46:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1295.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1295.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1296 of 2020) |############ | Elapsed Time: 1:28:36 ETA: 0:52:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1296.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1296.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1297 of 2020) |############ | Elapsed Time: 1:28:40 ETA: 0:48:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1297.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1297.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1298 of 2020) |############ | Elapsed Time: 1:28:44 ETA: 0:44:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1298.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1298.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1299 of 2020) |############ | Elapsed Time: 1:28:48 ETA: 0:48:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1299.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1299.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1300 of 2020) |############ | Elapsed Time: 1:28:52 ETA: 0:47:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1300.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1300.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1301 of 2020) |############ | Elapsed Time: 1:28:56 ETA: 0:43:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1301.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1301.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1302 of 2020) |############ | Elapsed Time: 1:29:00 ETA: 0:51:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1302.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1302.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1303 of 2020) |############ | Elapsed Time: 1:29:04 ETA: 0:47:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1303.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1303.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1304 of 2020) |############ | Elapsed Time: 1:29:08 ETA: 0:44:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1304.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1304.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1305 of 2020) |############ | Elapsed Time: 1:29:12 ETA: 0:49:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1305.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1305.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1306 of 2020) |############ | Elapsed Time: 1:29:16 ETA: 0:46:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1306.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1306.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1307 of 2020) |############ | Elapsed Time: 1:29:19 ETA: 0:44:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1307.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1307.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1308 of 2020) |############ | Elapsed Time: 1:29:24 ETA: 0:48:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1308.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1308.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1309 of 2020) |############ | Elapsed Time: 1:29:28 ETA: 0:47:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1309.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1309.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1310 of 2020) |############ | Elapsed Time: 1:29:31 ETA: 0:43:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1310.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1310.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1311 of 2020) |############ | Elapsed Time: 1:29:35 ETA: 0:49:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1311.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1311.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1312 of 2020) |############ | Elapsed Time: 1:29:40 ETA: 0:49:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1312.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1312.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1313 of 2020) |############# | Elapsed Time: 1:29:43 ETA: 0:44:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1313.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1313.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1314 of 2020) |############# | Elapsed Time: 1:29:48 ETA: 0:49:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1314.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1314.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1315 of 2020) |############# | Elapsed Time: 1:29:52 ETA: 0:47:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1315.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1315.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1316 of 2020) |############# | Elapsed Time: 1:29:55 ETA: 0:45:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1316.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1316.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1317 of 2020) |############# | Elapsed Time: 1:29:59 ETA: 0:47:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1317.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1317.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1318 of 2020) |############# | Elapsed Time: 1:30:04 ETA: 0:47:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1318.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1318.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1319 of 2020) |############# | Elapsed Time: 1:30:07 ETA: 0:43:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1319.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1319.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1320 of 2020) |############# | Elapsed Time: 1:30:11 ETA: 0:47:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1320.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1320.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1321 of 2020) |############# | Elapsed Time: 1:30:15 ETA: 0:46:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1321.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1321.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1322 of 2020) |############# | Elapsed Time: 1:30:19 ETA: 0:44:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1322.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1322.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1323 of 2020) |############# | Elapsed Time: 1:30:23 ETA: 0:48:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1323.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1323.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1324 of 2020) |############# | Elapsed Time: 1:30:27 ETA: 0:45:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1324.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1324.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1325 of 2020) |############# | Elapsed Time: 1:30:31 ETA: 0:45:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1325.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1325.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1326 of 2020) |############# | Elapsed Time: 1:30:35 ETA: 0:48:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1326.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1326.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1327 of 2020) |############# | Elapsed Time: 1:30:39 ETA: 0:44:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1327.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1327.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1328 of 2020) |############# | Elapsed Time: 1:30:43 ETA: 0:43:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1328.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1328.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1329 of 2020) |############# | Elapsed Time: 1:30:47 ETA: 0:44:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1329.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1329.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1330 of 2020) |############# | Elapsed Time: 1:30:51 ETA: 0:42:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1330.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1330.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1331 of 2020) |############# | Elapsed Time: 1:30:55 ETA: 0:48:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1331.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1331.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1332 of 2020) |############# | Elapsed Time: 1:30:59 ETA: 0:45:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1332.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1332.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1333 of 2020) |############# | Elapsed Time: 1:31:03 ETA: 0:44:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1333.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1333.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1334 of 2020) |############# | Elapsed Time: 1:31:07 ETA: 0:47:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1334.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1334.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1335 of 2020) |############# | Elapsed Time: 1:31:11 ETA: 0:46:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1335.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1335.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1336 of 2020) |############# | Elapsed Time: 1:31:14 ETA: 0:40:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1336.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1336.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1337 of 2020) |############# | Elapsed Time: 1:31:19 ETA: 0:46:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1337.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1337.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1338 of 2020) |############# | Elapsed Time: 1:31:22 ETA: 0:43:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1338.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1338.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1339 of 2020) |############# | Elapsed Time: 1:31:27 ETA: 0:47:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1339.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1339.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1340 of 2020) |############# | Elapsed Time: 1:31:31 ETA: 0:46:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1340.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1340.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1341 of 2020) |############# | Elapsed Time: 1:31:34 ETA: 0:41:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1341.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1341.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1342 of 2020) |############# | Elapsed Time: 1:31:39 ETA: 0:47:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1342.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1342.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1343 of 2020) |############# | Elapsed Time: 1:31:42 ETA: 0:44:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1343.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1343.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1344 of 2020) |############# | Elapsed Time: 1:31:46 ETA: 0:42:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1344.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1344.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1345 of 2020) |############# | Elapsed Time: 1:31:50 ETA: 0:45:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1345.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1345.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1346 of 2020) |############# | Elapsed Time: 1:31:54 ETA: 0:40:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1346.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1346.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1347 of 2020) |############# | Elapsed Time: 1:31:58 ETA: 0:45:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1347.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1347.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1348 of 2020) |############# | Elapsed Time: 1:32:02 ETA: 0:45:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1348.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1348.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1349 of 2020) |############# | Elapsed Time: 1:32:06 ETA: 0:41:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1349.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1349.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1350 of 2020) |############# | Elapsed Time: 1:32:10 ETA: 0:45:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1350.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1350.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1351 of 2020) |############# | Elapsed Time: 1:32:14 ETA: 0:46:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1351.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1351.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1352 of 2020) |############# | Elapsed Time: 1:32:18 ETA: 0:41:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1352.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1352.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1353 of 2020) |############# | Elapsed Time: 1:32:22 ETA: 0:46:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1353.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1353.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1354 of 2020) |############# | Elapsed Time: 1:32:26 ETA: 0:42:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1354.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1354.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1355 of 2020) |############# | Elapsed Time: 1:32:30 ETA: 0:44:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1355.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1355.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1356 of 2020) |############# | Elapsed Time: 1:32:34 ETA: 0:45:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1356.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1356.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1357 of 2020) |############# | Elapsed Time: 1:32:37 ETA: 0:40:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1357.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1357.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1358 of 2020) |############# | Elapsed Time: 1:32:41 ETA: 0:44:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1358.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1358.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1359 of 2020) |############# | Elapsed Time: 1:32:45 ETA: 0:43:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1359.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1359.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1360 of 2020) |############# | Elapsed Time: 1:32:49 ETA: 0:39:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1360.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1360.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1361 of 2020) |############# | Elapsed Time: 1:32:53 ETA: 0:45:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1361.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1361.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1362 of 2020) |############# | Elapsed Time: 1:32:57 ETA: 0:40:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1362.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1362.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1363 of 2020) |############# | Elapsed Time: 1:33:01 ETA: 0:45:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1363.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1363.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1364 of 2020) |############# | Elapsed Time: 1:33:05 ETA: 0:42:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1364.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1364.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1365 of 2020) |############# | Elapsed Time: 1:33:09 ETA: 0:41:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1365.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1365.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1366 of 2020) |############# | Elapsed Time: 1:33:13 ETA: 0:46:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1366.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1366.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1367 of 2020) |############# | Elapsed Time: 1:33:17 ETA: 0:44:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1367.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1367.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1368 of 2020) |############# | Elapsed Time: 1:33:21 ETA: 0:40:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1368.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1368.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1369 of 2020) |############# | Elapsed Time: 1:33:25 ETA: 0:44:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1369.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1369.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1370 of 2020) |############# | Elapsed Time: 1:33:29 ETA: 0:41:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1370.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1370.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1371 of 2020) |############# | Elapsed Time: 1:33:33 ETA: 0:44:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1371.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1371.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1372 of 2020) |############# | Elapsed Time: 1:33:37 ETA: 0:42:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1372.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1372.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1373 of 2020) |############# | Elapsed Time: 1:33:40 ETA: 0:40:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1373.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1373.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1374 of 2020) |############# | Elapsed Time: 1:33:45 ETA: 0:45:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1374.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1374.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1375 of 2020) |############# | Elapsed Time: 1:33:49 ETA: 0:43:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1375.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1375.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1376 of 2020) |############# | Elapsed Time: 1:33:53 ETA: 0:40:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1376.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1376.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1377 of 2020) |############# | Elapsed Time: 1:33:57 ETA: 0:44:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1377.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1377.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1378 of 2020) |############# | Elapsed Time: 1:34:01 ETA: 0:41:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1378.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1378.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1379 of 2020) |############# | Elapsed Time: 1:34:05 ETA: 0:44:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1379.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1379.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1380 of 2020) |############# | Elapsed Time: 1:34:09 ETA: 0:43:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1380.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1380.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1381 of 2020) |############# | Elapsed Time: 1:34:13 ETA: 0:39:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1381.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1381.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1382 of 2020) |############# | Elapsed Time: 1:34:17 ETA: 0:45:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1382.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1382.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1383 of 2020) |############# | Elapsed Time: 1:34:21 ETA: 0:40:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1383.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1383.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1384 of 2020) |############# | Elapsed Time: 1:34:24 ETA: 0:38:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1384.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1384.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1385 of 2020) |############# | Elapsed Time: 1:34:28 ETA: 0:42:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1385.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1385.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1386 of 2020) |############# | Elapsed Time: 1:34:32 ETA: 0:39:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1386.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1386.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1387 of 2020) |############# | Elapsed Time: 1:34:36 ETA: 0:43:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1387.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1387.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1388 of 2020) |############# | Elapsed Time: 1:34:40 ETA: 0:40:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1388.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1388.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1389 of 2020) |############# | Elapsed Time: 1:34:44 ETA: 0:41:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1389.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1389.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1390 of 2020) |############# | Elapsed Time: 1:34:48 ETA: 0:41:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1390.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1390.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1391 of 2020) |############# | Elapsed Time: 1:34:52 ETA: 0:43:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1391.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1391.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1392 of 2020) |############# | Elapsed Time: 1:34:56 ETA: 0:38:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1392.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1392.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1393 of 2020) |############# | Elapsed Time: 1:35:00 ETA: 0:44:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1393.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1393.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1394 of 2020) |############# | Elapsed Time: 1:35:04 ETA: 0:38:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1394.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1394.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1395 of 2020) |############# | Elapsed Time: 1:35:08 ETA: 0:43:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1395.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1395.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1396 of 2020) |############# | Elapsed Time: 1:35:12 ETA: 0:42:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1396.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1396.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1397 of 2020) |############# | Elapsed Time: 1:35:16 ETA: 0:37:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1397.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1397.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1398 of 2020) |############# | Elapsed Time: 1:35:20 ETA: 0:42:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1398.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1398.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1399 of 2020) |############# | Elapsed Time: 1:35:24 ETA: 0:41:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1399.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1399.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1400 of 2020) |############# | Elapsed Time: 1:35:27 ETA: 0:37:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1400.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1400.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1401 of 2020) |############# | Elapsed Time: 1:35:32 ETA: 0:44:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1401.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1401.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1402 of 2020) |############# | Elapsed Time: 1:35:35 ETA: 0:37:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1402.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1402.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1403 of 2020) |############# | Elapsed Time: 1:35:40 ETA: 0:43:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1403.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1403.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1404 of 2020) |############# | Elapsed Time: 1:35:44 ETA: 0:41:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1404.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1404.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1405 of 2020) |############# | Elapsed Time: 1:35:47 ETA: 0:38:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1405.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1405.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1406 of 2020) |############# | Elapsed Time: 1:35:51 ETA: 0:39:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1406.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1406.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1407 of 2020) |############# | Elapsed Time: 1:35:55 ETA: 0:40:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1407.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1407.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1408 of 2020) |############# | Elapsed Time: 1:35:59 ETA: 0:37:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1408.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1408.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1409 of 2020) |############# | Elapsed Time: 1:36:03 ETA: 0:42:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1409.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1409.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1410 of 2020) |############# | Elapsed Time: 1:36:07 ETA: 0:38:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1410.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1410.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1411 of 2020) |############# | Elapsed Time: 1:36:11 ETA: 0:42:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1411.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1411.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1412 of 2020) |############# | Elapsed Time: 1:36:15 ETA: 0:41:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1412.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1412.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1413 of 2020) |############# | Elapsed Time: 1:36:19 ETA: 0:39:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1413.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1413.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1414 of 2020) |############## | Elapsed Time: 1:36:23 ETA: 0:41:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1414.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1414.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1415 of 2020) |############## | Elapsed Time: 1:36:27 ETA: 0:41:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1415.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1415.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1416 of 2020) |############## | Elapsed Time: 1:36:31 ETA: 0:36:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1416.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1416.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1417 of 2020) |############## | Elapsed Time: 1:36:35 ETA: 0:41:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1417.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1417.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1418 of 2020) |############## | Elapsed Time: 1:36:39 ETA: 0:37:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1418.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1418.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1419 of 2020) |############## | Elapsed Time: 1:36:43 ETA: 0:42:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1419.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1419.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1420 of 2020) |############## | Elapsed Time: 1:36:47 ETA: 0:40:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1420.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1420.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1421 of 2020) |############## | Elapsed Time: 1:36:51 ETA: 0:36:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1421.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1421.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1422 of 2020) |############## | Elapsed Time: 1:36:55 ETA: 0:41:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1422.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1422.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1423 of 2020) |############## | Elapsed Time: 1:36:59 ETA: 0:39:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1423.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1423.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1424 of 2020) |############## | Elapsed Time: 1:37:02 ETA: 0:35:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1424.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1424.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1425 of 2020) |############## | Elapsed Time: 1:37:07 ETA: 0:41:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1425.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1425.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1426 of 2020) |############## | Elapsed Time: 1:37:10 ETA: 0:35:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1426.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1426.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1427 of 2020) |############## | Elapsed Time: 1:37:14 ETA: 0:40:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1427.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1427.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1428 of 2020) |############## | Elapsed Time: 1:37:18 ETA: 0:40:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1428.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1428.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1429 of 2020) |############## | Elapsed Time: 1:37:22 ETA: 0:36:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1429.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1429.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1430 of 2020) |############## | Elapsed Time: 1:37:26 ETA: 0:39:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1430.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1430.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1431 of 2020) |############## | Elapsed Time: 1:37:30 ETA: 0:40:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1431.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1431.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1432 of 2020) |############## | Elapsed Time: 1:37:34 ETA: 0:37:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1432.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1432.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1433 of 2020) |############## | Elapsed Time: 1:37:38 ETA: 0:41:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1433.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1433.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1434 of 2020) |############## | Elapsed Time: 1:37:42 ETA: 0:36:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1434.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1434.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1435 of 2020) |############## | Elapsed Time: 1:37:46 ETA: 0:40:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1435.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1435.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1436 of 2020) |############## | Elapsed Time: 1:37:50 ETA: 0:39:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1436.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1436.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1437 of 2020) |############## | Elapsed Time: 1:37:54 ETA: 0:35:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1437.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1437.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1438 of 2020) |############## | Elapsed Time: 1:37:58 ETA: 0:40:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1438.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1438.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1439 of 2020) |############## | Elapsed Time: 1:38:02 ETA: 0:38:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1439.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1439.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1440 of 2020) |############## | Elapsed Time: 1:38:06 ETA: 0:35:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1440.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1440.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1441 of 2020) |############## | Elapsed Time: 1:38:10 ETA: 0:40:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1441.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1441.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1442 of 2020) |############## | Elapsed Time: 1:38:14 ETA: 0:36:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1442.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1442.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1443 of 2020) |############## | Elapsed Time: 1:38:18 ETA: 0:38:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1443.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1443.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1444 of 2020) |############## | Elapsed Time: 1:38:22 ETA: 0:38:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1444.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1444.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1445 of 2020) |############## | Elapsed Time: 1:38:26 ETA: 0:37:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1445.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1445.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1446 of 2020) |############## | Elapsed Time: 1:38:30 ETA: 0:38:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1446.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1446.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1447 of 2020) |############## | Elapsed Time: 1:38:34 ETA: 0:39:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1447.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1447.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1448 of 2020) |############## | Elapsed Time: 1:38:38 ETA: 0:36:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1448.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1448.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1449 of 2020) |############## | Elapsed Time: 1:38:42 ETA: 0:40:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1449.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1449.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1450 of 2020) |############## | Elapsed Time: 1:38:46 ETA: 0:36:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1450.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1450.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1451 of 2020) |############## | Elapsed Time: 1:38:50 ETA: 0:37:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1451.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1451.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1452 of 2020) |############## | Elapsed Time: 1:38:54 ETA: 0:39:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1452.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1452.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1453 of 2020) |############## | Elapsed Time: 1:38:58 ETA: 0:37:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1453.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1453.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1454 of 2020) |############## | Elapsed Time: 1:39:02 ETA: 0:40:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1454.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1454.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1455 of 2020) |############## | Elapsed Time: 1:39:07 ETA: 0:40:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1455.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1455.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1456 of 2020) |############## | Elapsed Time: 1:39:10 ETA: 0:36:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1456.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1456.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1457 of 2020) |############## | Elapsed Time: 1:39:15 ETA: 0:38:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1457.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1457.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1458 of 2020) |############## | Elapsed Time: 1:39:18 ETA: 0:34:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1458.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1458.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1459 of 2020) |############## | Elapsed Time: 1:39:23 ETA: 0:41:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1459.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1459.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1460 of 2020) |############## | Elapsed Time: 1:39:27 ETA: 0:37:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1460.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1460.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1461 of 2020) |############## | Elapsed Time: 1:39:30 ETA: 0:34:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1461.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1461.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1462 of 2020) |############## | Elapsed Time: 1:39:35 ETA: 0:39:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1462.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1462.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1463 of 2020) |############## | Elapsed Time: 1:39:39 ETA: 0:37:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1463.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1463.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1464 of 2020) |############## | Elapsed Time: 1:39:43 ETA: 0:34:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1464.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1464.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1465 of 2020) |############## | Elapsed Time: 1:39:47 ETA: 0:39:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1465.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1465.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1466 of 2020) |############## | Elapsed Time: 1:39:50 ETA: 0:33:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1466.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1466.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1467 of 2020) |############## | Elapsed Time: 1:39:55 ETA: 0:38:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1467.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1467.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1468 of 2020) |############## | Elapsed Time: 1:39:59 ETA: 0:37:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1468.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1468.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1469 of 2020) |############## | Elapsed Time: 1:40:03 ETA: 0:35:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1469.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1469.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1470 of 2020) |############## | Elapsed Time: 1:40:07 ETA: 0:36:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1470.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1470.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1471 of 2020) |############## | Elapsed Time: 1:40:11 ETA: 0:35:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1471.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1471.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1472 of 2020) |############## | Elapsed Time: 1:40:14 ETA: 0:33:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1472.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1472.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1473 of 2020) |############## | Elapsed Time: 1:40:18 ETA: 0:37:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1473.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1473.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1474 of 2020) |############## | Elapsed Time: 1:40:22 ETA: 0:33:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1474.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1474.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1475 of 2020) |############## | Elapsed Time: 1:40:26 ETA: 0:36:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1475.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1475.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1476 of 2020) |############## | Elapsed Time: 1:40:30 ETA: 0:34:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1476.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1476.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1477 of 2020) |############## | Elapsed Time: 1:40:34 ETA: 0:33:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1477.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1477.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1478 of 2020) |############## | Elapsed Time: 1:40:38 ETA: 0:36:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1478.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1478.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1479 of 2020) |############## | Elapsed Time: 1:40:42 ETA: 0:36:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1479.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1479.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1480 of 2020) |############## | Elapsed Time: 1:40:45 ETA: 0:33:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1480.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1480.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1481 of 2020) |############## | Elapsed Time: 1:40:49 ETA: 0:34:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1481.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1481.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1482 of 2020) |############## | Elapsed Time: 1:40:53 ETA: 0:34:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1482.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1482.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1483 of 2020) |############## | Elapsed Time: 1:40:57 ETA: 0:36:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1483.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1483.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1484 of 2020) |############## | Elapsed Time: 1:41:01 ETA: 0:37:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1484.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1484.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1485 of 2020) |############## | Elapsed Time: 1:41:05 ETA: 0:33:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1485.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1485.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1486 of 2020) |############## | Elapsed Time: 1:41:09 ETA: 0:35:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1486.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1486.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1487 of 2020) |############## | Elapsed Time: 1:41:13 ETA: 0:35:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1487.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1487.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1488 of 2020) |############## | Elapsed Time: 1:41:17 ETA: 0:33:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1488.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1488.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1489 of 2020) |############## | Elapsed Time: 1:41:21 ETA: 0:35:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1489.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1489.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1490 of 2020) |############## | Elapsed Time: 1:41:25 ETA: 0:33:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1490.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1490.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1491 of 2020) |############## | Elapsed Time: 1:41:29 ETA: 0:36:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1491.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1491.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1492 of 2020) |############## | Elapsed Time: 1:41:34 ETA: 0:40:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1492.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1492.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1493 of 2020) |############## | Elapsed Time: 1:41:37 ETA: 0:32:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1493.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1493.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1494 of 2020) |############## | Elapsed Time: 1:41:41 ETA: 0:36:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1494.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1494.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1495 of 2020) |############## | Elapsed Time: 1:41:45 ETA: 0:34:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1495.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1495.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1496 of 2020) |############## | Elapsed Time: 1:41:49 ETA: 0:32:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1496.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1496.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1497 of 2020) |############## | Elapsed Time: 1:41:53 ETA: 0:37:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1497.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1497.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1498 of 2020) |############## | Elapsed Time: 1:41:57 ETA: 0:35:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1498.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1498.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1499 of 2020) |############## | Elapsed Time: 1:42:02 ETA: 0:36:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1499.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1499.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:39 ETA: 00:00:00
Total test loss: 3.193667762994766 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1500.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1500.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1501 of 2020) |############## | Elapsed Time: 1:43:49 ETA: 14:55:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1501.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1501.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1502 of 2020) |############## | Elapsed Time: 1:43:53 ETA: 0:32:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1502.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1502.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1503 of 2020) |############## | Elapsed Time: 1:43:57 ETA: 0:35:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1503.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1503.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1504 of 2020) |############## | Elapsed Time: 1:44:01 ETA: 0:34:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1504.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1504.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1505 of 2020) |############## | Elapsed Time: 1:44:05 ETA: 0:32:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1505.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1505.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1506 of 2020) |############## | Elapsed Time: 1:44:09 ETA: 0:35:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1506.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1506.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1507 of 2020) |############## | Elapsed Time: 1:44:13 ETA: 0:37:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1507.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1507.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1508 of 2020) |############## | Elapsed Time: 1:44:17 ETA: 0:31:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1508.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1508.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1509 of 2020) |############## | Elapsed Time: 1:44:21 ETA: 0:34:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1509.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1509.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1510 of 2020) |############## | Elapsed Time: 1:44:25 ETA: 0:34:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1510.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1510.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1511 of 2020) |############## | Elapsed Time: 1:44:29 ETA: 0:30:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1511.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1511.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1512 of 2020) |############## | Elapsed Time: 1:44:33 ETA: 0:34:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1512.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1512.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1513 of 2020) |############## | Elapsed Time: 1:44:37 ETA: 0:37:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1513.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1513.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1514 of 2020) |############## | Elapsed Time: 1:44:41 ETA: 0:29:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1514.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1514.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1515 of 2020) |############### | Elapsed Time: 1:44:45 ETA: 0:34:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1515.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1515.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1516 of 2020) |############### | Elapsed Time: 1:44:49 ETA: 0:33:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1516.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1516.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1517 of 2020) |############### | Elapsed Time: 1:44:53 ETA: 0:30:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1517.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1517.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1518 of 2020) |############### | Elapsed Time: 1:44:57 ETA: 0:34:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1518.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1518.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1519 of 2020) |############### | Elapsed Time: 1:45:01 ETA: 0:32:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1519.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1519.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1520 of 2020) |############### | Elapsed Time: 1:45:04 ETA: 0:32:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1520.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1520.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1521 of 2020) |############### | Elapsed Time: 1:45:08 ETA: 0:33:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1521.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1521.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1522 of 2020) |############### | Elapsed Time: 1:45:12 ETA: 0:33:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1522.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1522.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1523 of 2020) |############### | Elapsed Time: 1:45:16 ETA: 0:31:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1523.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1523.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1524 of 2020) |############### | Elapsed Time: 1:45:20 ETA: 0:34:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1524.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1524.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1525 of 2020) |############### | Elapsed Time: 1:45:24 ETA: 0:30:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1525.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1525.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1526 of 2020) |############### | Elapsed Time: 1:45:28 ETA: 0:33:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1526.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1526.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1527 of 2020) |############### | Elapsed Time: 1:45:32 ETA: 0:31:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1527.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1527.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1528 of 2020) |############### | Elapsed Time: 1:45:36 ETA: 0:29:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1528.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1528.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1529 of 2020) |############### | Elapsed Time: 1:45:40 ETA: 0:35:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1529.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1529.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1530 of 2020) |############### | Elapsed Time: 1:45:44 ETA: 0:32:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1530.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1530.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1531 of 2020) |############### | Elapsed Time: 1:45:48 ETA: 0:30:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1531.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1531.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1532 of 2020) |############### | Elapsed Time: 1:45:52 ETA: 0:32:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1532.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1532.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1533 of 2020) |############### | Elapsed Time: 1:45:56 ETA: 0:31:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1533.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1533.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1534 of 2020) |############### | Elapsed Time: 1:45:59 ETA: 0:31:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1534.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1534.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1535 of 2020) |############### | Elapsed Time: 1:46:03 ETA: 0:32:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1535.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1535.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1536 of 2020) |############### | Elapsed Time: 1:46:07 ETA: 0:29:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1536.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1536.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1537 of 2020) |############### | Elapsed Time: 1:46:11 ETA: 0:33:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1537.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1537.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1538 of 2020) |############### | Elapsed Time: 1:46:15 ETA: 0:32:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1538.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1538.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1539 of 2020) |############### | Elapsed Time: 1:46:19 ETA: 0:31:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1539.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1539.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1540 of 2020) |############### | Elapsed Time: 1:46:23 ETA: 0:32:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1540.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1540.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1541 of 2020) |############### | Elapsed Time: 1:46:27 ETA: 0:30:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1541.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1541.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1542 of 2020) |############### | Elapsed Time: 1:46:31 ETA: 0:31:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1542.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1542.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1543 of 2020) |############### | Elapsed Time: 1:46:35 ETA: 0:31:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1543.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1543.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1544 of 2020) |############### | Elapsed Time: 1:46:39 ETA: 0:29:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1544.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1544.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1545 of 2020) |############### | Elapsed Time: 1:46:43 ETA: 0:32:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1545.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1545.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1546 of 2020) |############### | Elapsed Time: 1:46:47 ETA: 0:31:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1546.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1546.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1547 of 2020) |############### | Elapsed Time: 1:46:51 ETA: 0:30:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1547.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1547.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1548 of 2020) |############### | Elapsed Time: 1:46:55 ETA: 0:33:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1548.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1548.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1549 of 2020) |############### | Elapsed Time: 1:46:59 ETA: 0:29:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1549.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1549.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1550 of 2020) |############### | Elapsed Time: 1:47:03 ETA: 0:31:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1550.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1550.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1551 of 2020) |############### | Elapsed Time: 1:47:07 ETA: 0:32:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1551.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1551.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1552 of 2020) |############### | Elapsed Time: 1:47:11 ETA: 0:30:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1552.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1552.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1553 of 2020) |############### | Elapsed Time: 1:47:15 ETA: 0:30:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1553.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1553.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1554 of 2020) |############### | Elapsed Time: 1:47:19 ETA: 0:33:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1554.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1554.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1555 of 2020) |############### | Elapsed Time: 1:47:23 ETA: 0:28:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1555.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1555.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1556 of 2020) |############### | Elapsed Time: 1:47:27 ETA: 0:30:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1556.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1556.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1557 of 2020) |############### | Elapsed Time: 1:47:30 ETA: 0:28:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1557.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1557.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1558 of 2020) |############### | Elapsed Time: 1:47:35 ETA: 0:33:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1558.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1558.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1559 of 2020) |############### | Elapsed Time: 1:47:39 ETA: 0:32:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1559.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1559.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1560 of 2020) |############### | Elapsed Time: 1:47:43 ETA: 0:28:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1560.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1560.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1561 of 2020) |############### | Elapsed Time: 1:47:47 ETA: 0:31:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1561.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1561.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1562 of 2020) |############### | Elapsed Time: 1:47:51 ETA: 0:30:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1562.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1562.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1563 of 2020) |############### | Elapsed Time: 1:47:55 ETA: 0:30:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1563.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1563.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1564 of 2020) |############### | Elapsed Time: 1:47:59 ETA: 0:30:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1564.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1564.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1565 of 2020) |############### | Elapsed Time: 1:48:03 ETA: 0:28:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1565.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1565.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1566 of 2020) |############### | Elapsed Time: 1:48:07 ETA: 0:30:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1566.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1566.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1567 of 2020) |############### | Elapsed Time: 1:48:11 ETA: 0:32:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1567.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1567.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1568 of 2020) |############### | Elapsed Time: 1:48:15 ETA: 0:27:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1568.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1568.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1569 of 2020) |############### | Elapsed Time: 1:48:19 ETA: 0:31:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1569.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1569.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1570 of 2020) |############### | Elapsed Time: 1:48:23 ETA: 0:29:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1570.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1570.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1571 of 2020) |############### | Elapsed Time: 1:48:26 ETA: 0:27:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1571.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1571.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1572 of 2020) |############### | Elapsed Time: 1:48:31 ETA: 0:31:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1572.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1572.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1573 of 2020) |############### | Elapsed Time: 1:48:34 ETA: 0:29:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1573.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1573.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1574 of 2020) |############### | Elapsed Time: 1:48:39 ETA: 0:30:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1574.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1574.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1575 of 2020) |############### | Elapsed Time: 1:48:43 ETA: 0:29:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1575.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1575.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1576 of 2020) |############### | Elapsed Time: 1:48:46 ETA: 0:26:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1576.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1576.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1577 of 2020) |############### | Elapsed Time: 1:48:51 ETA: 0:31:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1577.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1577.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1578 of 2020) |############### | Elapsed Time: 1:48:55 ETA: 0:30:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1578.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1578.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1579 of 2020) |############### | Elapsed Time: 1:48:59 ETA: 0:28:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1579.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1579.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1580 of 2020) |############### | Elapsed Time: 1:49:03 ETA: 0:29:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1580.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1580.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1581 of 2020) |############### | Elapsed Time: 1:49:06 ETA: 0:27:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1581.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1581.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1582 of 2020) |############### | Elapsed Time: 1:49:10 ETA: 0:29:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1582.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1582.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1583 of 2020) |############### | Elapsed Time: 1:49:15 ETA: 0:30:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1583.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1583.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1584 of 2020) |############### | Elapsed Time: 1:49:18 ETA: 0:27:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1584.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1584.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1585 of 2020) |############### | Elapsed Time: 1:49:23 ETA: 0:30:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1585.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1585.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1586 of 2020) |############### | Elapsed Time: 1:49:27 ETA: 0:30:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1586.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1586.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1587 of 2020) |############### | Elapsed Time: 1:49:31 ETA: 0:26:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1587.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1587.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1588 of 2020) |############### | Elapsed Time: 1:49:35 ETA: 0:29:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1588.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1588.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1589 of 2020) |############### | Elapsed Time: 1:49:38 ETA: 0:26:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1589.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1589.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1590 of 2020) |############### | Elapsed Time: 1:49:43 ETA: 0:30:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1590.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1590.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1591 of 2020) |############### | Elapsed Time: 1:49:47 ETA: 0:29:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1591.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1591.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1592 of 2020) |############### | Elapsed Time: 1:49:51 ETA: 0:27:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1592.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1592.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1593 of 2020) |############### | Elapsed Time: 1:49:55 ETA: 0:29:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1593.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1593.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1594 of 2020) |############### | Elapsed Time: 1:49:59 ETA: 0:29:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1594.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1594.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1595 of 2020) |############### | Elapsed Time: 1:50:03 ETA: 0:27:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1595.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1595.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1596 of 2020) |############### | Elapsed Time: 1:50:07 ETA: 0:30:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1596.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1596.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1597 of 2020) |############### | Elapsed Time: 1:50:11 ETA: 0:25:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1597.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1597.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1598 of 2020) |############### | Elapsed Time: 1:50:15 ETA: 0:29:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1598.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1598.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1599 of 2020) |############### | Elapsed Time: 1:50:19 ETA: 0:28:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1599.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1599.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1600 of 2020) |############### | Elapsed Time: 1:50:22 ETA: 0:25:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1600.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1600.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1601 of 2020) |############### | Elapsed Time: 1:50:27 ETA: 0:28:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1601.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1601.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1602 of 2020) |############### | Elapsed Time: 1:50:31 ETA: 0:27:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1602.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1602.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1603 of 2020) |############### | Elapsed Time: 1:50:34 ETA: 0:25:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1603.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1603.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1604 of 2020) |############### | Elapsed Time: 1:50:38 ETA: 0:28:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1604.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1604.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1605 of 2020) |############### | Elapsed Time: 1:50:42 ETA: 0:26:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1605.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1605.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1606 of 2020) |############### | Elapsed Time: 1:50:46 ETA: 0:29:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1606.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1606.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1607 of 2020) |############### | Elapsed Time: 1:50:51 ETA: 0:29:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1607.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1607.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1608 of 2020) |############### | Elapsed Time: 1:50:54 ETA: 0:25:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1608.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1608.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1609 of 2020) |############### | Elapsed Time: 1:50:58 ETA: 0:27:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1609.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1609.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1610 of 2020) |############### | Elapsed Time: 1:51:02 ETA: 0:27:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1610.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1610.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1611 of 2020) |############### | Elapsed Time: 1:51:06 ETA: 0:25:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1611.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1611.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1612 of 2020) |############### | Elapsed Time: 1:51:10 ETA: 0:28:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1612.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1612.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1613 of 2020) |############### | Elapsed Time: 1:51:14 ETA: 0:25:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1613.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1613.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1614 of 2020) |############### | Elapsed Time: 1:51:18 ETA: 0:27:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1614.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1614.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1615 of 2020) |############### | Elapsed Time: 1:51:22 ETA: 0:27:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1615.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1615.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1616 of 2020) |################ | Elapsed Time: 1:51:26 ETA: 0:24:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1616.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1616.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1617 of 2020) |################ | Elapsed Time: 1:51:30 ETA: 0:28:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1617.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1617.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1618 of 2020) |################ | Elapsed Time: 1:51:34 ETA: 0:27:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1618.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1618.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1619 of 2020) |################ | Elapsed Time: 1:51:38 ETA: 0:25:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1619.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1619.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1620 of 2020) |################ | Elapsed Time: 1:51:42 ETA: 0:28:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1620.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1620.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1621 of 2020) |################ | Elapsed Time: 1:51:46 ETA: 0:24:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1621.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1621.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1622 of 2020) |################ | Elapsed Time: 1:51:50 ETA: 0:27:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1622.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1622.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1623 of 2020) |################ | Elapsed Time: 1:51:54 ETA: 0:26:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1623.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1623.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1624 of 2020) |################ | Elapsed Time: 1:51:58 ETA: 0:24:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1624.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1624.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1625 of 2020) |################ | Elapsed Time: 1:52:02 ETA: 0:26:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1625.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1625.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1626 of 2020) |################ | Elapsed Time: 1:52:06 ETA: 0:26:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1626.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1626.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1627 of 2020) |################ | Elapsed Time: 1:52:10 ETA: 0:25:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1627.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1627.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1628 of 2020) |################ | Elapsed Time: 1:52:14 ETA: 0:26:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1628.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1628.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1629 of 2020) |################ | Elapsed Time: 1:52:17 ETA: 0:23:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1629.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1629.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1630 of 2020) |################ | Elapsed Time: 1:52:22 ETA: 0:26:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1630.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1630.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1631 of 2020) |################ | Elapsed Time: 1:52:25 ETA: 0:24:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1631.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1631.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1632 of 2020) |################ | Elapsed Time: 1:52:29 ETA: 0:24:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1632.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1632.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1633 of 2020) |################ | Elapsed Time: 1:52:33 ETA: 0:26:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1633.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1633.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1634 of 2020) |################ | Elapsed Time: 1:52:37 ETA: 0:25:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1634.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1634.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1635 of 2020) |################ | Elapsed Time: 1:52:41 ETA: 0:24:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1635.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1635.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1636 of 2020) |################ | Elapsed Time: 1:52:45 ETA: 0:26:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1636.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1636.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1637 of 2020) |################ | Elapsed Time: 1:52:49 ETA: 0:23:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1637.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1637.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1638 of 2020) |################ | Elapsed Time: 1:52:53 ETA: 0:26:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1638.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1638.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1639 of 2020) |################ | Elapsed Time: 1:52:57 ETA: 0:25:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1639.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1639.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1640 of 2020) |################ | Elapsed Time: 1:53:01 ETA: 0:24:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1640.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1640.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1641 of 2020) |################ | Elapsed Time: 1:53:05 ETA: 0:26:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1641.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1641.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1642 of 2020) |################ | Elapsed Time: 1:53:09 ETA: 0:27:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1642.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1642.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1643 of 2020) |################ | Elapsed Time: 1:53:13 ETA: 0:23:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1643.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1643.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1644 of 2020) |################ | Elapsed Time: 1:53:17 ETA: 0:26:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1644.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1644.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1645 of 2020) |################ | Elapsed Time: 1:53:21 ETA: 0:23:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1645.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1645.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1646 of 2020) |################ | Elapsed Time: 1:53:25 ETA: 0:25:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1646.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1646.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1647 of 2020) |################ | Elapsed Time: 1:53:29 ETA: 0:24:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1647.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1647.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1648 of 2020) |################ | Elapsed Time: 1:53:33 ETA: 0:23:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1648.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1648.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1649 of 2020) |################ | Elapsed Time: 1:53:37 ETA: 0:27:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1649.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1649.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1650 of 2020) |################ | Elapsed Time: 1:53:41 ETA: 0:24:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1650.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1650.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1651 of 2020) |################ | Elapsed Time: 1:53:45 ETA: 0:24:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1651.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1651.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1652 of 2020) |################ | Elapsed Time: 1:53:49 ETA: 0:25:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1652.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1652.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1653 of 2020) |################ | Elapsed Time: 1:53:53 ETA: 0:22:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1653.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1653.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1654 of 2020) |################ | Elapsed Time: 1:53:57 ETA: 0:24:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1654.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1654.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1655 of 2020) |################ | Elapsed Time: 1:54:01 ETA: 0:23:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1655.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1655.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1656 of 2020) |################ | Elapsed Time: 1:54:05 ETA: 0:22:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1656.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1656.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1657 of 2020) |################ | Elapsed Time: 1:54:09 ETA: 0:24:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1657.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1657.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1658 of 2020) |################ | Elapsed Time: 1:54:13 ETA: 0:25:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1658.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1658.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1659 of 2020) |################ | Elapsed Time: 1:54:17 ETA: 0:22:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1659.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1659.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1660 of 2020) |################ | Elapsed Time: 1:54:21 ETA: 0:23:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1660.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1660.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1661 of 2020) |################ | Elapsed Time: 1:54:24 ETA: 0:22:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1661.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1661.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1662 of 2020) |################ | Elapsed Time: 1:54:29 ETA: 0:24:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1662.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1662.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1663 of 2020) |################ | Elapsed Time: 1:54:33 ETA: 0:24:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1663.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1663.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1664 of 2020) |################ | Elapsed Time: 1:54:36 ETA: 0:22:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1664.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1664.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1665 of 2020) |################ | Elapsed Time: 1:54:40 ETA: 0:24:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1665.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1665.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1666 of 2020) |################ | Elapsed Time: 1:54:44 ETA: 0:23:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1666.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1666.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1667 of 2020) |################ | Elapsed Time: 1:54:48 ETA: 0:22:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1667.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1667.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1668 of 2020) |################ | Elapsed Time: 1:54:52 ETA: 0:23:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1668.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1668.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1669 of 2020) |################ | Elapsed Time: 1:54:56 ETA: 0:21:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1669.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1669.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1670 of 2020) |################ | Elapsed Time: 1:55:00 ETA: 0:23:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1670.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1670.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1671 of 2020) |################ | Elapsed Time: 1:55:04 ETA: 0:23:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1671.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1671.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1672 of 2020) |################ | Elapsed Time: 1:55:08 ETA: 0:22:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1672.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1672.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1673 of 2020) |################ | Elapsed Time: 1:55:12 ETA: 0:22:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1673.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1673.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1674 of 2020) |################ | Elapsed Time: 1:55:16 ETA: 0:22:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1674.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1674.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1675 of 2020) |################ | Elapsed Time: 1:55:19 ETA: 0:20:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1675.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1675.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1676 of 2020) |################ | Elapsed Time: 1:55:23 ETA: 0:24:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1676.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1676.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1677 of 2020) |################ | Elapsed Time: 1:55:27 ETA: 0:20:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1677.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1677.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1678 of 2020) |################ | Elapsed Time: 1:55:31 ETA: 0:24:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1678.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1678.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1679 of 2020) |################ | Elapsed Time: 1:55:35 ETA: 0:23:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1679.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1679.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1680 of 2020) |################ | Elapsed Time: 1:55:39 ETA: 0:20:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1680.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1680.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1681 of 2020) |################ | Elapsed Time: 1:55:43 ETA: 0:23:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1681.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1681.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1682 of 2020) |################ | Elapsed Time: 1:55:47 ETA: 0:23:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1682.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1682.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1683 of 2020) |################ | Elapsed Time: 1:55:51 ETA: 0:20:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1683.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1683.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1684 of 2020) |################ | Elapsed Time: 1:55:55 ETA: 0:23:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1684.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1684.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1685 of 2020) |################ | Elapsed Time: 1:55:59 ETA: 0:20:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1685.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1685.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1686 of 2020) |################ | Elapsed Time: 1:56:03 ETA: 0:22:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1686.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1686.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1687 of 2020) |################ | Elapsed Time: 1:56:07 ETA: 0:21:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1687.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1687.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1688 of 2020) |################ | Elapsed Time: 1:56:11 ETA: 0:21:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1688.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1688.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1689 of 2020) |################ | Elapsed Time: 1:56:15 ETA: 0:23:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1689.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1689.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1690 of 2020) |################ | Elapsed Time: 1:56:19 ETA: 0:22:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1690.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1690.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1691 of 2020) |################ | Elapsed Time: 1:56:23 ETA: 0:20:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1691.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1691.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1692 of 2020) |################ | Elapsed Time: 1:56:27 ETA: 0:22:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1692.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1692.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1693 of 2020) |################ | Elapsed Time: 1:56:31 ETA: 0:20:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1693.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1693.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1694 of 2020) |################ | Elapsed Time: 1:56:35 ETA: 0:22:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1694.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1694.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1695 of 2020) |################ | Elapsed Time: 1:56:39 ETA: 0:21:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1695.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1695.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1696 of 2020) |################ | Elapsed Time: 1:56:42 ETA: 0:19:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1696.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1696.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1697 of 2020) |################ | Elapsed Time: 1:56:46 ETA: 0:21:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1697.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1697.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1698 of 2020) |################ | Elapsed Time: 1:56:50 ETA: 0:21:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1698.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1698.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1699 of 2020) |################ | Elapsed Time: 1:56:54 ETA: 0:19:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1699.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1699.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1700 of 2020) |################ | Elapsed Time: 1:56:58 ETA: 0:22:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1700.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1700.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1701 of 2020) |################ | Elapsed Time: 1:57:02 ETA: 0:19:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1701.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1701.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1702 of 2020) |################ | Elapsed Time: 1:57:06 ETA: 0:23:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1702.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1702.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1703 of 2020) |################ | Elapsed Time: 1:57:10 ETA: 0:20:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1703.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1703.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1704 of 2020) |################ | Elapsed Time: 1:57:14 ETA: 0:19:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1704.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1704.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1705 of 2020) |################ | Elapsed Time: 1:57:18 ETA: 0:21:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1705.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1705.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1706 of 2020) |################ | Elapsed Time: 1:57:22 ETA: 0:21:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1706.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1706.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1707 of 2020) |################ | Elapsed Time: 1:57:26 ETA: 0:20:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1707.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1707.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1708 of 2020) |################ | Elapsed Time: 1:57:30 ETA: 0:21:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1708.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1708.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1709 of 2020) |################ | Elapsed Time: 1:57:34 ETA: 0:19:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1709.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1709.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1710 of 2020) |################ | Elapsed Time: 1:57:38 ETA: 0:21:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1710.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1710.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1711 of 2020) |################ | Elapsed Time: 1:57:42 ETA: 0:19:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1711.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1711.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1712 of 2020) |################ | Elapsed Time: 1:57:46 ETA: 0:19:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1712.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1712.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1713 of 2020) |################ | Elapsed Time: 1:57:50 ETA: 0:20:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1713.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1713.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1714 of 2020) |################ | Elapsed Time: 1:57:54 ETA: 0:19:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1714.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1714.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1715 of 2020) |################ | Elapsed Time: 1:57:57 ETA: 0:18:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1715.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1715.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1716 of 2020) |################ | Elapsed Time: 1:58:01 ETA: 0:20:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1716.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1716.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1717 of 2020) |################# | Elapsed Time: 1:58:05 ETA: 0:18:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1717.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1717.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1718 of 2020) |################# | Elapsed Time: 1:58:09 ETA: 0:20:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1718.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1718.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1719 of 2020) |################# | Elapsed Time: 1:58:13 ETA: 0:19:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1719.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1719.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1720 of 2020) |################# | Elapsed Time: 1:58:17 ETA: 0:18:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1720.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1720.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1721 of 2020) |################# | Elapsed Time: 1:58:21 ETA: 0:20:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1721.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1721.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1722 of 2020) |################# | Elapsed Time: 1:58:25 ETA: 0:20:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1722.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1722.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1723 of 2020) |################# | Elapsed Time: 1:58:29 ETA: 0:18:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1723.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1723.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1724 of 2020) |################# | Elapsed Time: 1:58:32 ETA: 0:19:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1724.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1724.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1725 of 2020) |################# | Elapsed Time: 1:58:36 ETA: 0:17:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1725.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1725.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1726 of 2020) |################# | Elapsed Time: 1:58:40 ETA: 0:19:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1726.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1726.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1727 of 2020) |################# | Elapsed Time: 1:58:44 ETA: 0:19:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1727.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1727.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1728 of 2020) |################# | Elapsed Time: 1:58:48 ETA: 0:17:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1728.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1728.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1729 of 2020) |################# | Elapsed Time: 1:58:52 ETA: 0:20:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1729.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1729.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1730 of 2020) |################# | Elapsed Time: 1:58:56 ETA: 0:19:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1730.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1730.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1731 of 2020) |################# | Elapsed Time: 1:59:00 ETA: 0:18:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1731.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1731.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1732 of 2020) |################# | Elapsed Time: 1:59:04 ETA: 0:19:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1732.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1732.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1733 of 2020) |################# | Elapsed Time: 1:59:08 ETA: 0:18:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1733.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1733.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1734 of 2020) |################# | Elapsed Time: 1:59:12 ETA: 0:19:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1734.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1734.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1735 of 2020) |################# | Elapsed Time: 1:59:16 ETA: 0:19:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1735.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1735.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1736 of 2020) |################# | Elapsed Time: 1:59:19 ETA: 0:17:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1736.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1736.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1737 of 2020) |################# | Elapsed Time: 1:59:24 ETA: 0:19:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1737.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1737.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1738 of 2020) |################# | Elapsed Time: 1:59:28 ETA: 0:19:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1738.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1738.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1739 of 2020) |################# | Elapsed Time: 1:59:31 ETA: 0:17:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1739.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1739.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1740 of 2020) |################# | Elapsed Time: 1:59:35 ETA: 0:18:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1740.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1740.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1741 of 2020) |################# | Elapsed Time: 1:59:39 ETA: 0:17:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1741.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1741.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1742 of 2020) |################# | Elapsed Time: 1:59:43 ETA: 0:19:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1742.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1742.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1743 of 2020) |################# | Elapsed Time: 1:59:47 ETA: 0:18:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1743.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1743.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1744 of 2020) |################# | Elapsed Time: 1:59:51 ETA: 0:16:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1744.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1744.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1745 of 2020) |################# | Elapsed Time: 1:59:55 ETA: 0:19:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1745.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1745.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1746 of 2020) |################# | Elapsed Time: 1:59:59 ETA: 0:18:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1746.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1746.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1747 of 2020) |################# | Elapsed Time: 2:00:03 ETA: 0:17:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1747.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1747.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1748 of 2020) |################# | Elapsed Time: 2:00:07 ETA: 0:18:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1748.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1748.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1749 of 2020) |################# | Elapsed Time: 2:00:11 ETA: 0:16:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1749.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1749.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1750 of 2020) |################# | Elapsed Time: 2:00:15 ETA: 0:18:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1750.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1750.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1751 of 2020) |################# | Elapsed Time: 2:00:19 ETA: 0:17:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1751.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1751.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1752 of 2020) |################# | Elapsed Time: 2:00:23 ETA: 0:17:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1752.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1752.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1753 of 2020) |################# | Elapsed Time: 2:00:27 ETA: 0:19:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1753.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1753.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1754 of 2020) |################# | Elapsed Time: 2:00:31 ETA: 0:17:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1754.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1754.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1755 of 2020) |################# | Elapsed Time: 2:00:35 ETA: 0:16:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1755.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1755.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1756 of 2020) |################# | Elapsed Time: 2:00:39 ETA: 0:18:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1756.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1756.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1757 of 2020) |################# | Elapsed Time: 2:00:42 ETA: 0:16:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1757.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1757.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1758 of 2020) |################# | Elapsed Time: 2:00:47 ETA: 0:17:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1758.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1758.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1759 of 2020) |################# | Elapsed Time: 2:00:51 ETA: 0:17:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1759.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1759.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1760 of 2020) |################# | Elapsed Time: 2:00:54 ETA: 0:15:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1760.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1760.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1761 of 2020) |################# | Elapsed Time: 2:00:58 ETA: 0:17:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1761.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1761.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1762 of 2020) |################# | Elapsed Time: 2:01:02 ETA: 0:18:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1762.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1762.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1763 of 2020) |################# | Elapsed Time: 2:01:06 ETA: 0:15:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1763.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1763.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1764 of 2020) |################# | Elapsed Time: 2:01:10 ETA: 0:17:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1764.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1764.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1765 of 2020) |################# | Elapsed Time: 2:01:14 ETA: 0:15:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1765.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1765.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1766 of 2020) |################# | Elapsed Time: 2:01:18 ETA: 0:17:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1766.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1766.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1767 of 2020) |################# | Elapsed Time: 2:01:22 ETA: 0:17:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1767.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1767.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1768 of 2020) |################# | Elapsed Time: 2:01:26 ETA: 0:15:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1768.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1768.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1769 of 2020) |################# | Elapsed Time: 2:01:30 ETA: 0:17:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1769.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1769.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1770 of 2020) |################# | Elapsed Time: 2:01:34 ETA: 0:17:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1770.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1770.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1771 of 2020) |################# | Elapsed Time: 2:01:38 ETA: 0:15:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1771.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1771.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1772 of 2020) |################# | Elapsed Time: 2:01:42 ETA: 0:17:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1772.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1772.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1773 of 2020) |################# | Elapsed Time: 2:01:46 ETA: 0:15:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1773.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1773.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1774 of 2020) |################# | Elapsed Time: 2:01:50 ETA: 0:16:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1774.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1774.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1775 of 2020) |################# | Elapsed Time: 2:01:54 ETA: 0:15:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1775.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1775.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1776 of 2020) |################# | Elapsed Time: 2:01:57 ETA: 0:14:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1776.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1776.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1777 of 2020) |################# | Elapsed Time: 2:02:01 ETA: 0:16:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1777.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1777.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1778 of 2020) |################# | Elapsed Time: 2:02:05 ETA: 0:16:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1778.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1778.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1779 of 2020) |################# | Elapsed Time: 2:02:09 ETA: 0:15:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1779.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1779.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1780 of 2020) |################# | Elapsed Time: 2:02:13 ETA: 0:16:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1780.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1780.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1781 of 2020) |################# | Elapsed Time: 2:02:17 ETA: 0:15:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1781.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1781.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1782 of 2020) |################# | Elapsed Time: 2:02:21 ETA: 0:16:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1782.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1782.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1783 of 2020) |################# | Elapsed Time: 2:02:26 ETA: 0:16:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1783.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1783.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1784 of 2020) |################# | Elapsed Time: 2:02:29 ETA: 0:14:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1784.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1784.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1785 of 2020) |################# | Elapsed Time: 2:02:33 ETA: 0:15:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1785.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1785.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1786 of 2020) |################# | Elapsed Time: 2:02:37 ETA: 0:15:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1786.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1786.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1787 of 2020) |################# | Elapsed Time: 2:02:41 ETA: 0:14:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1787.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1787.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1788 of 2020) |################# | Elapsed Time: 2:02:45 ETA: 0:16:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1788.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1788.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1789 of 2020) |################# | Elapsed Time: 2:02:49 ETA: 0:14:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1789.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1789.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1790 of 2020) |################# | Elapsed Time: 2:02:53 ETA: 0:15:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1790.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1790.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1791 of 2020) |################# | Elapsed Time: 2:02:57 ETA: 0:15:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1791.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1791.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1792 of 2020) |################# | Elapsed Time: 2:03:01 ETA: 0:14:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1792.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1792.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1793 of 2020) |################# | Elapsed Time: 2:03:05 ETA: 0:15:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1793.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1793.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1794 of 2020) |################# | Elapsed Time: 2:03:09 ETA: 0:15:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1794.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1794.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1795 of 2020) |################# | Elapsed Time: 2:03:13 ETA: 0:14:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1795.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1795.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1796 of 2020) |################# | Elapsed Time: 2:03:17 ETA: 0:15:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1796.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1796.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1797 of 2020) |################# | Elapsed Time: 2:03:21 ETA: 0:13:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1797.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1797.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1798 of 2020) |################# | Elapsed Time: 2:03:25 ETA: 0:16:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1798.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1798.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1799 of 2020) |################# | Elapsed Time: 2:03:30 ETA: 0:16:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1799.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1799.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1800 of 2020) |################# | Elapsed Time: 2:03:34 ETA: 0:13:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1800.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1800.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1801 of 2020) |################# | Elapsed Time: 2:03:38 ETA: 0:14:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1801.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1801.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1802 of 2020) |################# | Elapsed Time: 2:03:42 ETA: 0:14:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1802.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1802.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1803 of 2020) |################# | Elapsed Time: 2:03:45 ETA: 0:13:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1803.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1803.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1804 of 2020) |################# | Elapsed Time: 2:03:50 ETA: 0:14:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1804.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1804.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1805 of 2020) |################# | Elapsed Time: 2:03:54 ETA: 0:14:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1805.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1805.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1806 of 2020) |################# | Elapsed Time: 2:03:58 ETA: 0:14:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1806.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1806.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1807 of 2020) |################# | Elapsed Time: 2:04:02 ETA: 0:13:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1807.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1807.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1808 of 2020) |################# | Elapsed Time: 2:04:05 ETA: 0:12:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1808.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1808.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1809 of 2020) |################# | Elapsed Time: 2:04:09 ETA: 0:14:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1809.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1809.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1810 of 2020) |################# | Elapsed Time: 2:04:13 ETA: 0:13:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1810.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1810.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1811 of 2020) |################# | Elapsed Time: 2:04:17 ETA: 0:13:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1811.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1811.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1812 of 2020) |################# | Elapsed Time: 2:04:21 ETA: 0:14:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1812.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1812.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1813 of 2020) |################# | Elapsed Time: 2:04:25 ETA: 0:12:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1813.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1813.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1814 of 2020) |################# | Elapsed Time: 2:04:29 ETA: 0:13:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1814.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1814.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1815 of 2020) |################# | Elapsed Time: 2:04:33 ETA: 0:13:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1815.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1815.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1816 of 2020) |################# | Elapsed Time: 2:04:37 ETA: 0:12:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1816.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1816.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1817 of 2020) |################# | Elapsed Time: 2:04:41 ETA: 0:14:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1817.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1817.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1818 of 2020) |################## | Elapsed Time: 2:04:45 ETA: 0:13:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1818.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1818.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1819 of 2020) |################## | Elapsed Time: 2:04:49 ETA: 0:12:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1819.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1819.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1820 of 2020) |################## | Elapsed Time: 2:04:53 ETA: 0:13:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1820.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1820.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1821 of 2020) |################## | Elapsed Time: 2:04:56 ETA: 0:11:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1821.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1821.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1822 of 2020) |################## | Elapsed Time: 2:05:00 ETA: 0:13:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1822.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1822.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1823 of 2020) |################## | Elapsed Time: 2:05:04 ETA: 0:13:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1823.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1823.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1824 of 2020) |################## | Elapsed Time: 2:05:08 ETA: 0:11:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1824.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1824.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1825 of 2020) |################## | Elapsed Time: 2:05:12 ETA: 0:13:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1825.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1825.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1826 of 2020) |################## | Elapsed Time: 2:05:16 ETA: 0:13:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1826.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1826.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1827 of 2020) |################## | Elapsed Time: 2:05:20 ETA: 0:12:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1827.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1827.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1828 of 2020) |################## | Elapsed Time: 2:05:24 ETA: 0:12:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1828.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1828.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1829 of 2020) |################## | Elapsed Time: 2:05:28 ETA: 0:12:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1829.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1829.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1830 of 2020) |################## | Elapsed Time: 2:05:32 ETA: 0:12:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1830.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1830.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1831 of 2020) |################## | Elapsed Time: 2:05:36 ETA: 0:12:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1831.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1831.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1832 of 2020) |################## | Elapsed Time: 2:05:40 ETA: 0:11:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1832.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1832.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1833 of 2020) |################## | Elapsed Time: 2:05:44 ETA: 0:13:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1833.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1833.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1834 of 2020) |################## | Elapsed Time: 2:05:48 ETA: 0:12:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1834.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1834.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1835 of 2020) |################## | Elapsed Time: 2:05:52 ETA: 0:11:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1835.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1835.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1836 of 2020) |################## | Elapsed Time: 2:05:56 ETA: 0:12:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1836.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1836.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1837 of 2020) |################## | Elapsed Time: 2:06:00 ETA: 0:12:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1837.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1837.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1838 of 2020) |################## | Elapsed Time: 2:06:04 ETA: 0:12:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1838.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1838.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1839 of 2020) |################## | Elapsed Time: 2:06:08 ETA: 0:12:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1839.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1839.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1840 of 2020) |################## | Elapsed Time: 2:06:12 ETA: 0:11:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1840.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1840.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1841 of 2020) |################## | Elapsed Time: 2:06:16 ETA: 0:12:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1841.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1841.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1842 of 2020) |################## | Elapsed Time: 2:06:20 ETA: 0:12:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1842.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1842.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1843 of 2020) |################## | Elapsed Time: 2:06:24 ETA: 0:10:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1843.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1843.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1844 of 2020) |################## | Elapsed Time: 2:06:28 ETA: 0:12:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1844.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1844.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1845 of 2020) |################## | Elapsed Time: 2:06:32 ETA: 0:11:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1845.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1845.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1846 of 2020) |################## | Elapsed Time: 2:06:36 ETA: 0:11:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1846.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1846.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1847 of 2020) |################## | Elapsed Time: 2:06:40 ETA: 0:11:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1847.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1847.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1848 of 2020) |################## | Elapsed Time: 2:06:44 ETA: 0:10:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1848.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1848.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1849 of 2020) |################## | Elapsed Time: 2:06:48 ETA: 0:11:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1849.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1849.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1850 of 2020) |################## | Elapsed Time: 2:06:52 ETA: 0:11:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1850.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1850.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1851 of 2020) |################## | Elapsed Time: 2:06:56 ETA: 0:10:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1851.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1851.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1852 of 2020) |################## | Elapsed Time: 2:07:00 ETA: 0:12:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1852.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1852.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1853 of 2020) |################## | Elapsed Time: 2:07:04 ETA: 0:10:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1853.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1853.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1854 of 2020) |################## | Elapsed Time: 2:07:08 ETA: 0:11:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1854.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1854.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1855 of 2020) |################## | Elapsed Time: 2:07:12 ETA: 0:10:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1855.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1855.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1856 of 2020) |################## | Elapsed Time: 2:07:16 ETA: 0:10:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1856.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1856.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1857 of 2020) |################## | Elapsed Time: 2:07:21 ETA: 0:11:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1857.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1857.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1858 of 2020) |################## | Elapsed Time: 2:07:25 ETA: 0:11:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1858.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1858.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1859 of 2020) |################## | Elapsed Time: 2:07:29 ETA: 0:10:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1859.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1859.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1860 of 2020) |################## | Elapsed Time: 2:07:33 ETA: 0:10:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1860.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1860.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1861 of 2020) |################## | Elapsed Time: 2:07:37 ETA: 0:10:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1861.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1861.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1862 of 2020) |################## | Elapsed Time: 2:07:41 ETA: 0:10:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1862.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1862.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1863 of 2020) |################## | Elapsed Time: 2:07:45 ETA: 0:11:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1863.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1863.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1864 of 2020) |################## | Elapsed Time: 2:07:49 ETA: 0:09:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1864.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1864.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1865 of 2020) |################## | Elapsed Time: 2:07:53 ETA: 0:10:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1865.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1865.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1866 of 2020) |################## | Elapsed Time: 2:07:57 ETA: 0:10:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1866.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1866.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1867 of 2020) |################## | Elapsed Time: 2:08:01 ETA: 0:10:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1867.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1867.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1868 of 2020) |################## | Elapsed Time: 2:08:05 ETA: 0:10:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1868.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1868.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1869 of 2020) |################## | Elapsed Time: 2:08:08 ETA: 0:09:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1869.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1869.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1870 of 2020) |################## | Elapsed Time: 2:08:12 ETA: 0:10:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1870.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1870.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1871 of 2020) |################## | Elapsed Time: 2:08:16 ETA: 0:09:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1871.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1871.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1872 of 2020) |################## | Elapsed Time: 2:08:20 ETA: 0:09:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1872.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1872.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1873 of 2020) |################## | Elapsed Time: 2:08:24 ETA: 0:09:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1873.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1873.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1874 of 2020) |################## | Elapsed Time: 2:08:28 ETA: 0:09:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1874.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1874.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1875 of 2020) |################## | Elapsed Time: 2:08:32 ETA: 0:09:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1875.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1875.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1876 of 2020) |################## | Elapsed Time: 2:08:36 ETA: 0:09:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1876.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1876.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1877 of 2020) |################## | Elapsed Time: 2:08:40 ETA: 0:09:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1877.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1877.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1878 of 2020) |################## | Elapsed Time: 2:08:44 ETA: 0:10:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1878.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1878.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1879 of 2020) |################## | Elapsed Time: 2:08:48 ETA: 0:09:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1879.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1879.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1880 of 2020) |################## | Elapsed Time: 2:08:52 ETA: 0:08:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1880.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1880.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1881 of 2020) |################## | Elapsed Time: 2:08:56 ETA: 0:09:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1881.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1881.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1882 of 2020) |################## | Elapsed Time: 2:09:00 ETA: 0:09:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1882.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1882.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1883 of 2020) |################## | Elapsed Time: 2:09:04 ETA: 0:08:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1883.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1883.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1884 of 2020) |################## | Elapsed Time: 2:09:08 ETA: 0:09:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1884.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1884.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1885 of 2020) |################## | Elapsed Time: 2:09:12 ETA: 0:08:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1885.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1885.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1886 of 2020) |################## | Elapsed Time: 2:09:16 ETA: 0:09:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1886.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1886.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1887 of 2020) |################## | Elapsed Time: 2:09:20 ETA: 0:08:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1887.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1887.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1888 of 2020) |################## | Elapsed Time: 2:09:24 ETA: 0:08:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1888.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1888.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1889 of 2020) |################## | Elapsed Time: 2:09:28 ETA: 0:09:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1889.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1889.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1890 of 2020) |################## | Elapsed Time: 2:09:32 ETA: 0:08:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1890.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1890.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1891 of 2020) |################## | Elapsed Time: 2:09:36 ETA: 0:08:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1891.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1891.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1892 of 2020) |################## | Elapsed Time: 2:09:40 ETA: 0:08:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1892.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1892.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1893 of 2020) |################## | Elapsed Time: 2:09:44 ETA: 0:08:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1893.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1893.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1894 of 2020) |################## | Elapsed Time: 2:09:48 ETA: 0:08:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1894.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1894.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1895 of 2020) |################## | Elapsed Time: 2:09:52 ETA: 0:08:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1895.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1895.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1896 of 2020) |################## | Elapsed Time: 2:09:56 ETA: 0:07:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1896.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1896.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1897 of 2020) |################## | Elapsed Time: 2:10:00 ETA: 0:08:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1897.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1897.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1898 of 2020) |################## | Elapsed Time: 2:10:04 ETA: 0:08:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1898.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1898.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1899 of 2020) |################## | Elapsed Time: 2:10:07 ETA: 0:07:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1899.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1899.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1900 of 2020) |################## | Elapsed Time: 2:10:11 ETA: 0:08:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1900.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1900.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1901 of 2020) |################## | Elapsed Time: 2:10:15 ETA: 0:07:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1901.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1901.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1902 of 2020) |################## | Elapsed Time: 2:10:19 ETA: 0:08:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1902.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1902.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1903 of 2020) |################## | Elapsed Time: 2:10:23 ETA: 0:07:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1903.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1903.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1904 of 2020) |################## | Elapsed Time: 2:10:27 ETA: 0:07:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1904.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1904.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1905 of 2020) |################## | Elapsed Time: 2:10:31 ETA: 0:08:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1905.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1905.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1906 of 2020) |################## | Elapsed Time: 2:10:35 ETA: 0:07:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1906.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1906.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1907 of 2020) |################## | Elapsed Time: 2:10:39 ETA: 0:06:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1907.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1907.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1908 of 2020) |################## | Elapsed Time: 2:10:43 ETA: 0:07:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1908.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1908.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1909 of 2020) |################## | Elapsed Time: 2:10:47 ETA: 0:07:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1909.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1909.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1910 of 2020) |################## | Elapsed Time: 2:10:51 ETA: 0:07:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1910.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1910.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1911 of 2020) |################## | Elapsed Time: 2:10:55 ETA: 0:07:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1911.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1911.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1912 of 2020) |################## | Elapsed Time: 2:10:59 ETA: 0:06:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1912.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1912.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1913 of 2020) |################## | Elapsed Time: 2:11:03 ETA: 0:07:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1913.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1913.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1914 of 2020) |################## | Elapsed Time: 2:11:07 ETA: 0:06:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1914.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1914.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1915 of 2020) |################## | Elapsed Time: 2:11:11 ETA: 0:06:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1915.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1915.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1916 of 2020) |################## | Elapsed Time: 2:11:15 ETA: 0:07:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1916.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1916.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1917 of 2020) |################## | Elapsed Time: 2:11:19 ETA: 0:06:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1917.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1917.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1918 of 2020) |################## | Elapsed Time: 2:11:23 ETA: 0:07:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1918.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1918.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1919 of 2020) |################### | Elapsed Time: 2:11:27 ETA: 0:06:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1919.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1919.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1920 of 2020) |################### | Elapsed Time: 2:11:31 ETA: 0:06:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1920.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1920.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1921 of 2020) |################### | Elapsed Time: 2:11:35 ETA: 0:06:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1921.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1921.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1922 of 2020) |################### | Elapsed Time: 2:11:39 ETA: 0:06:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1922.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1922.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1923 of 2020) |################### | Elapsed Time: 2:11:42 ETA: 0:05:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1923.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1923.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1924 of 2020) |################### | Elapsed Time: 2:11:46 ETA: 0:06:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1924.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1924.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1925 of 2020) |################### | Elapsed Time: 2:11:50 ETA: 0:06:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1925.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1925.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1926 of 2020) |################### | Elapsed Time: 2:11:54 ETA: 0:06:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1926.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1926.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1927 of 2020) |################### | Elapsed Time: 2:11:58 ETA: 0:06:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1927.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1927.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1928 of 2020) |################### | Elapsed Time: 2:12:02 ETA: 0:05:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1928.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1928.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1929 of 2020) |################### | Elapsed Time: 2:12:06 ETA: 0:06:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1929.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1929.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1930 of 2020) |################### | Elapsed Time: 2:12:10 ETA: 0:06:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1930.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1930.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1931 of 2020) |################### | Elapsed Time: 2:12:14 ETA: 0:05:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1931.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1931.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1932 of 2020) |################### | Elapsed Time: 2:12:18 ETA: 0:06:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1932.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1932.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1933 of 2020) |################### | Elapsed Time: 2:12:22 ETA: 0:05:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1933.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1933.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1934 of 2020) |################### | Elapsed Time: 2:12:26 ETA: 0:05:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1934.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1934.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1935 of 2020) |################### | Elapsed Time: 2:12:29 ETA: 0:05:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1935.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1935.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1936 of 2020) |################### | Elapsed Time: 2:12:33 ETA: 0:05:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1936.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1936.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1937 of 2020) |################### | Elapsed Time: 2:12:37 ETA: 0:05:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1937.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1937.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1938 of 2020) |################### | Elapsed Time: 2:12:41 ETA: 0:05:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1938.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1938.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1939 of 2020) |################### | Elapsed Time: 2:12:45 ETA: 0:05:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1939.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1939.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1940 of 2020) |################### | Elapsed Time: 2:12:49 ETA: 0:05:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1940.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1940.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1941 of 2020) |################### | Elapsed Time: 2:12:53 ETA: 0:04:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1941.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1941.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1942 of 2020) |################### | Elapsed Time: 2:12:57 ETA: 0:05:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1942.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1942.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1943 of 2020) |################### | Elapsed Time: 2:13:01 ETA: 0:05:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1943.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1943.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1944 of 2020) |################### | Elapsed Time: 2:13:05 ETA: 0:05:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1944.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1944.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1945 of 2020) |################### | Elapsed Time: 2:13:09 ETA: 0:04:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1945.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1945.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1946 of 2020) |################### | Elapsed Time: 2:13:13 ETA: 0:05:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1946.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1946.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1947 of 2020) |################### | Elapsed Time: 2:13:17 ETA: 0:04:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1947.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1947.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1948 of 2020) |################### | Elapsed Time: 2:13:21 ETA: 0:05:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1948.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1948.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1949 of 2020) |################### | Elapsed Time: 2:13:25 ETA: 0:04:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1949.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1949.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1950 of 2020) |################### | Elapsed Time: 2:13:29 ETA: 0:04:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1950.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1950.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1951 of 2020) |################### | Elapsed Time: 2:13:33 ETA: 0:04:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1951.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1951.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1952 of 2020) |################### | Elapsed Time: 2:13:37 ETA: 0:04:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1952.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1952.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1953 of 2020) |################### | Elapsed Time: 2:13:41 ETA: 0:04:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1953.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1953.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1954 of 2020) |################### | Elapsed Time: 2:13:45 ETA: 0:04:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1954.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1954.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1955 of 2020) |################### | Elapsed Time: 2:13:49 ETA: 0:04:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1955.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1955.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1956 of 2020) |################### | Elapsed Time: 2:13:53 ETA: 0:04:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1956.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1956.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1957 of 2020) |################### | Elapsed Time: 2:13:57 ETA: 0:04:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1957.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1957.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1958 of 2020) |################### | Elapsed Time: 2:14:01 ETA: 0:03:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1958.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1958.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1959 of 2020) |################### | Elapsed Time: 2:14:05 ETA: 0:04:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1959.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1959.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1960 of 2020) |################### | Elapsed Time: 2:14:09 ETA: 0:04:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1960.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1960.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1961 of 2020) |################### | Elapsed Time: 2:14:13 ETA: 0:03:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1961.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1961.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1962 of 2020) |################### | Elapsed Time: 2:14:17 ETA: 0:03:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1962.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1962.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1963 of 2020) |################### | Elapsed Time: 2:14:21 ETA: 0:03:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1963.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1963.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1964 of 2020) |################### | Elapsed Time: 2:14:24 ETA: 0:03:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1964.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1964.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1965 of 2020) |################### | Elapsed Time: 2:14:29 ETA: 0:03:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1965.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1965.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1966 of 2020) |################### | Elapsed Time: 2:14:33 ETA: 0:03:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1966.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1966.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1967 of 2020) |################### | Elapsed Time: 2:14:36 ETA: 0:03:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1967.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1967.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1968 of 2020) |################### | Elapsed Time: 2:14:40 ETA: 0:03:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1968.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1968.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1969 of 2020) |################### | Elapsed Time: 2:14:45 ETA: 0:03:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1969.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1969.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1970 of 2020) |################### | Elapsed Time: 2:14:49 ETA: 0:03:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1970.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1970.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1971 of 2020) |################### | Elapsed Time: 2:14:53 ETA: 0:03:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1971.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1971.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1972 of 2020) |################### | Elapsed Time: 2:14:57 ETA: 0:03:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1972.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1972.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1973 of 2020) |################### | Elapsed Time: 2:15:00 ETA: 0:02:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1973.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1973.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1974 of 2020) |################### | Elapsed Time: 2:15:05 ETA: 0:03:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1974.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1974.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1975 of 2020) |################### | Elapsed Time: 2:15:09 ETA: 0:03:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1975.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1975.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1976 of 2020) |################### | Elapsed Time: 2:15:13 ETA: 0:02:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1976.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1976.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1977 of 2020) |################### | Elapsed Time: 2:15:17 ETA: 0:02:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1977.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1977.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1978 of 2020) |################### | Elapsed Time: 2:15:20 ETA: 0:02:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1978.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1978.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1979 of 2020) |################### | Elapsed Time: 2:15:24 ETA: 0:02:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1979.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1979.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1980 of 2020) |################### | Elapsed Time: 2:15:28 ETA: 0:02:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1980.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1980.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1981 of 2020) |################### | Elapsed Time: 2:15:32 ETA: 0:02:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1981.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1981.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1982 of 2020) |################### | Elapsed Time: 2:15:36 ETA: 0:02:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1982.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1982.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1983 of 2020) |################### | Elapsed Time: 2:15:41 ETA: 0:02:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1983.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1983.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1984 of 2020) |################### | Elapsed Time: 2:15:44 ETA: 0:02:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1984.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1984.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1985 of 2020) |################### | Elapsed Time: 2:15:49 ETA: 0:02:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1985.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1985.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1986 of 2020) |################### | Elapsed Time: 2:15:53 ETA: 0:02:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1986.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1986.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1987 of 2020) |################### | Elapsed Time: 2:15:57 ETA: 0:02:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1987.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1987.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1988 of 2020) |################### | Elapsed Time: 2:16:00 ETA: 0:02:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1988.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1988.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1989 of 2020) |################### | Elapsed Time: 2:16:05 ETA: 0:02:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1989.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1989.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1990 of 2020) |################### | Elapsed Time: 2:16:08 ETA: 0:01:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1990.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1990.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1991 of 2020) |################### | Elapsed Time: 2:16:12 ETA: 0:02:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1991.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1991.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1992 of 2020) |################### | Elapsed Time: 2:16:16 ETA: 0:01:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1992.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1992.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1993 of 2020) |################### | Elapsed Time: 2:16:20 ETA: 0:01:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1993.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1993.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1994 of 2020) |################### | Elapsed Time: 2:16:24 ETA: 0:01:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1994.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1994.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1995 of 2020) |################### | Elapsed Time: 2:16:28 ETA: 0:01:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1995.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1995.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1996 of 2020) |################### | Elapsed Time: 2:16:33 ETA: 0:01:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1996.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1996.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1997 of 2020) |################### | Elapsed Time: 2:16:37 ETA: 0:01:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1997.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1997.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1998 of 2020) |################### | Elapsed Time: 2:16:40 ETA: 0:01:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1998.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1998.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1999 of 2020) |################### | Elapsed Time: 2:16:44 ETA: 0:01:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1999.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_1999.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:40 ETA: 00:00:00
Total test loss: 3.1799588003158568 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2000.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2000.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2001 of 2020) |################### | Elapsed Time: 2:18:33 ETA: 0:33:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2001.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2001.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2002 of 2020) |################### | Elapsed Time: 2:18:36 ETA: 0:01:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2002.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2002.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2003 of 2020) |################### | Elapsed Time: 2:18:41 ETA: 0:01:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2003.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2003.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2004 of 2020) |################### | Elapsed Time: 2:18:45 ETA: 0:01:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2004.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2004.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2005 of 2020) |################### | Elapsed Time: 2:18:48 ETA: 0:00:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2005.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2005.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2006 of 2020) |################### | Elapsed Time: 2:18:52 ETA: 0:00:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2006.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2006.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2007 of 2020) |################### | Elapsed Time: 2:18:56 ETA: 0:00:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2007.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2007.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2008 of 2020) |################### | Elapsed Time: 2:19:00 ETA: 0:00:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2008.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2008.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2009 of 2020) |################### | Elapsed Time: 2:19:04 ETA: 0:00:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2009.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2009.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2010 of 2020) |################### | Elapsed Time: 2:19:08 ETA: 0:00:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2010.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2010.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2011 of 2020) |################### | Elapsed Time: 2:19:12 ETA: 0:00:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2011.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2011.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2012 of 2020) |################### | Elapsed Time: 2:19:16 ETA: 0:00:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2012.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2012.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2013 of 2020) |################### | Elapsed Time: 2:19:20 ETA: 0:00:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2013.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2013.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2014 of 2020) |################### | Elapsed Time: 2:19:24 ETA: 0:00:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2014.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2014.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2015 of 2020) |################### | Elapsed Time: 2:19:28 ETA: 0:00:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2015.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2015.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2016 of 2020) |################### | Elapsed Time: 2:19:32 ETA: 0:00:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2016.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2016.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2017 of 2020) |################### | Elapsed Time: 2:19:36 ETA: 0:00:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2017.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2017.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2018 of 2020) |################### | Elapsed Time: 2:19:40 ETA: 0:00:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2018.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2018.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2019 of 2020) |################### | Elapsed Time: 2:19:43 ETA: 0:00:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2019.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2019.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 100% (2020 of 2020) |####################| Elapsed Time: 2:19:47 ETA: 00:00:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2020.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch2_2020.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.
Epoch 3 of 10 Epochs Training:
N/A% (0 of 2020) | | Elapsed Time: 0:00:00 ETA: --:--:--
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (2 of 2020) | | Elapsed Time: 0:00:03 ETA: 1:02:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (3 of 2020) | | Elapsed Time: 0:00:07 ETA: 2:15:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_3.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_3.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (4 of 2020) | | Elapsed Time: 0:00:11 ETA: 2:14:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_4.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_4.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (5 of 2020) | | Elapsed Time: 0:00:15 ETA: 2:09:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_5.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_5.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (6 of 2020) | | Elapsed Time: 0:00:19 ETA: 2:20:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_6.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_6.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (7 of 2020) | | Elapsed Time: 0:00:23 ETA: 2:15:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_7.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_7.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (8 of 2020) | | Elapsed Time: 0:00:27 ETA: 2:09:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_8.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_8.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (9 of 2020) | | Elapsed Time: 0:00:31 ETA: 2:22:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_9.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_9.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (10 of 2020) | | Elapsed Time: 0:00:35 ETA: 2:14:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_10.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_10.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (11 of 2020) | | Elapsed Time: 0:00:39 ETA: 1:56:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_11.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_11.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (12 of 2020) | | Elapsed Time: 0:00:43 ETA: 2:16:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_12.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_12.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (13 of 2020) | | Elapsed Time: 0:00:47 ETA: 2:13:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_13.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_13.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (14 of 2020) | | Elapsed Time: 0:00:51 ETA: 2:05:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_14.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_14.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (15 of 2020) | | Elapsed Time: 0:00:55 ETA: 2:10:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_15.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_15.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (16 of 2020) | | Elapsed Time: 0:00:59 ETA: 2:14:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_16.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_16.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (17 of 2020) | | Elapsed Time: 0:01:03 ETA: 2:11:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_17.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_17.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (18 of 2020) | | Elapsed Time: 0:01:07 ETA: 2:14:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_18.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_18.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (19 of 2020) | | Elapsed Time: 0:01:11 ETA: 2:13:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_19.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_19.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (20 of 2020) | | Elapsed Time: 0:01:15 ETA: 2:08:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_20.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_20.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (21 of 2020) | | Elapsed Time: 0:01:19 ETA: 2:13:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_21.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_21.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (22 of 2020) | | Elapsed Time: 0:01:23 ETA: 2:14:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_22.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_22.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (23 of 2020) | | Elapsed Time: 0:01:26 ETA: 2:02:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_23.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_23.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (24 of 2020) | | Elapsed Time: 0:01:30 ETA: 2:15:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_24.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_24.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (25 of 2020) | | Elapsed Time: 0:01:34 ETA: 2:17:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_25.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_25.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (26 of 2020) | | Elapsed Time: 0:01:38 ETA: 2:02:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_26.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_26.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (27 of 2020) | | Elapsed Time: 0:01:42 ETA: 2:15:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_27.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_27.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (28 of 2020) | | Elapsed Time: 0:01:46 ETA: 2:14:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_28.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_28.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (29 of 2020) | | Elapsed Time: 0:01:50 ETA: 2:04:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_29.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_29.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (30 of 2020) | | Elapsed Time: 0:01:54 ETA: 2:15:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_30.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_30.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (31 of 2020) | | Elapsed Time: 0:01:58 ETA: 2:13:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_31.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_31.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (32 of 2020) | | Elapsed Time: 0:02:02 ETA: 2:04:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_32.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_32.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (33 of 2020) | | Elapsed Time: 0:02:06 ETA: 2:16:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_33.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_33.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (34 of 2020) | | Elapsed Time: 0:02:10 ETA: 2:13:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_34.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_34.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (35 of 2020) | | Elapsed Time: 0:02:14 ETA: 1:58:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_35.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_35.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (36 of 2020) | | Elapsed Time: 0:02:18 ETA: 2:17:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_36.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_36.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (37 of 2020) | | Elapsed Time: 0:02:22 ETA: 2:03:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_37.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_37.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (38 of 2020) | | Elapsed Time: 0:02:26 ETA: 2:20:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_38.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_38.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (39 of 2020) | | Elapsed Time: 0:02:30 ETA: 2:13:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_39.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_39.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (40 of 2020) | | Elapsed Time: 0:02:34 ETA: 2:04:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_40.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_40.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (41 of 2020) | | Elapsed Time: 0:02:38 ETA: 2:14:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_41.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_41.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (42 of 2020) | | Elapsed Time: 0:02:42 ETA: 2:17:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_42.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_42.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (43 of 2020) | | Elapsed Time: 0:02:46 ETA: 2:12:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_43.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_43.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (44 of 2020) | | Elapsed Time: 0:02:50 ETA: 2:07:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_44.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_44.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (45 of 2020) | | Elapsed Time: 0:02:54 ETA: 2:15:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_45.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_45.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (46 of 2020) | | Elapsed Time: 0:02:58 ETA: 2:13:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_46.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_46.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (47 of 2020) | | Elapsed Time: 0:03:02 ETA: 2:10:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_47.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_47.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (48 of 2020) | | Elapsed Time: 0:03:06 ETA: 2:01:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_48.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_48.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (49 of 2020) | | Elapsed Time: 0:03:10 ETA: 2:11:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_49.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_49.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (50 of 2020) | | Elapsed Time: 0:03:14 ETA: 2:14:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_50.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_50.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (51 of 2020) | | Elapsed Time: 0:03:17 ETA: 2:03:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_51.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_51.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (52 of 2020) | | Elapsed Time: 0:03:21 ETA: 2:13:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_52.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_52.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (53 of 2020) | | Elapsed Time: 0:03:25 ETA: 1:59:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_53.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_53.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (54 of 2020) | | Elapsed Time: 0:03:29 ETA: 2:17:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_54.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_54.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (55 of 2020) | | Elapsed Time: 0:03:33 ETA: 2:12:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_55.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_55.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (56 of 2020) | | Elapsed Time: 0:03:37 ETA: 2:03:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_56.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_56.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (57 of 2020) | | Elapsed Time: 0:03:41 ETA: 2:14:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_57.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_57.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (58 of 2020) | | Elapsed Time: 0:03:45 ETA: 2:16:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_58.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_58.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (59 of 2020) | | Elapsed Time: 0:03:49 ETA: 2:01:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_59.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_59.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (60 of 2020) | | Elapsed Time: 0:03:53 ETA: 2:16:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_60.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_60.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (61 of 2020) | | Elapsed Time: 0:03:57 ETA: 2:02:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_61.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_61.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (62 of 2020) | | Elapsed Time: 0:04:01 ETA: 2:14:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_62.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_62.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (63 of 2020) | | Elapsed Time: 0:04:05 ETA: 2:12:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_63.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_63.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (64 of 2020) | | Elapsed Time: 0:04:09 ETA: 2:05:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_64.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_64.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (65 of 2020) | | Elapsed Time: 0:04:13 ETA: 2:19:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_65.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_65.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (66 of 2020) | | Elapsed Time: 0:04:18 ETA: 2:16:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_66.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_66.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (67 of 2020) | | Elapsed Time: 0:04:21 ETA: 2:04:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_67.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_67.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (68 of 2020) | | Elapsed Time: 0:04:26 ETA: 2:15:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_68.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_68.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (69 of 2020) | | Elapsed Time: 0:04:29 ETA: 2:00:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_69.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_69.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (70 of 2020) | | Elapsed Time: 0:04:34 ETA: 2:20:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_70.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_70.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (71 of 2020) | | Elapsed Time: 0:04:38 ETA: 2:07:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_71.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_71.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (72 of 2020) | | Elapsed Time: 0:04:41 ETA: 2:06:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_72.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_72.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (73 of 2020) | | Elapsed Time: 0:04:46 ETA: 2:13:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_73.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_73.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (74 of 2020) | | Elapsed Time: 0:04:50 ETA: 2:09:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_74.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_74.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (75 of 2020) | | Elapsed Time: 0:04:53 ETA: 1:57:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_75.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_75.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (76 of 2020) | | Elapsed Time: 0:04:57 ETA: 2:10:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_76.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_76.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (77 of 2020) | | Elapsed Time: 0:05:01 ETA: 2:02:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_77.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_77.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (78 of 2020) | | Elapsed Time: 0:05:05 ETA: 2:14:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_78.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_78.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (79 of 2020) | | Elapsed Time: 0:05:09 ETA: 2:07:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_79.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_79.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (80 of 2020) | | Elapsed Time: 0:05:13 ETA: 2:02:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_80.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_80.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (81 of 2020) | | Elapsed Time: 0:05:17 ETA: 2:10:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_81.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_81.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (82 of 2020) | | Elapsed Time: 0:05:21 ETA: 2:12:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_82.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_82.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (83 of 2020) | | Elapsed Time: 0:05:25 ETA: 1:59:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_83.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_83.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (84 of 2020) | | Elapsed Time: 0:05:29 ETA: 2:18:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_84.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_84.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (85 of 2020) | | Elapsed Time: 0:05:33 ETA: 1:56:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_85.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_85.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (86 of 2020) | | Elapsed Time: 0:05:37 ETA: 2:12:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_86.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_86.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (87 of 2020) | | Elapsed Time: 0:05:41 ETA: 2:13:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_87.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_87.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (88 of 2020) | | Elapsed Time: 0:05:45 ETA: 2:02:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_88.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_88.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (89 of 2020) | | Elapsed Time: 0:05:49 ETA: 2:15:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_89.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_89.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (90 of 2020) | | Elapsed Time: 0:05:53 ETA: 2:05:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_90.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_90.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (91 of 2020) | | Elapsed Time: 0:05:57 ETA: 2:02:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_91.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_91.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (92 of 2020) |# | Elapsed Time: 0:06:01 ETA: 2:16:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_92.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_92.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (93 of 2020) |# | Elapsed Time: 0:06:05 ETA: 2:00:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_93.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_93.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (94 of 2020) |# | Elapsed Time: 0:06:09 ETA: 2:13:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_94.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_94.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (95 of 2020) |# | Elapsed Time: 0:06:13 ETA: 2:10:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_95.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_95.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (96 of 2020) |# | Elapsed Time: 0:06:17 ETA: 2:01:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_96.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_96.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (97 of 2020) |# | Elapsed Time: 0:06:21 ETA: 2:12:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_97.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_97.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (98 of 2020) |# | Elapsed Time: 0:06:25 ETA: 2:07:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_98.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_98.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (99 of 2020) |# | Elapsed Time: 0:06:28 ETA: 2:00:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_99.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_99.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (100 of 2020) |# | Elapsed Time: 0:06:33 ETA: 2:13:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_100.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_100.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (101 of 2020) |# | Elapsed Time: 0:06:37 ETA: 2:03:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_101.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_101.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (102 of 2020) |# | Elapsed Time: 0:06:41 ETA: 2:22:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_102.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_102.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (103 of 2020) |# | Elapsed Time: 0:06:45 ETA: 2:18:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_103.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_103.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (104 of 2020) |# | Elapsed Time: 0:06:49 ETA: 1:56:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_104.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_104.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (105 of 2020) |# | Elapsed Time: 0:06:53 ETA: 2:11:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_105.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_105.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (106 of 2020) |# | Elapsed Time: 0:06:57 ETA: 2:09:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_106.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_106.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (107 of 2020) |# | Elapsed Time: 0:07:01 ETA: 1:59:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_107.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_107.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (108 of 2020) |# | Elapsed Time: 0:07:05 ETA: 2:14:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_108.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_108.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (109 of 2020) |# | Elapsed Time: 0:07:09 ETA: 2:01:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_109.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_109.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (110 of 2020) |# | Elapsed Time: 0:07:13 ETA: 2:09:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_110.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_110.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (111 of 2020) |# | Elapsed Time: 0:07:17 ETA: 2:12:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_111.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_111.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (112 of 2020) |# | Elapsed Time: 0:07:21 ETA: 1:55:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_112.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_112.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (113 of 2020) |# | Elapsed Time: 0:07:25 ETA: 2:14:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_113.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_113.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (114 of 2020) |# | Elapsed Time: 0:07:29 ETA: 2:13:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_114.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_114.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (115 of 2020) |# | Elapsed Time: 0:07:33 ETA: 1:56:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_115.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_115.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (116 of 2020) |# | Elapsed Time: 0:07:37 ETA: 2:04:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_116.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_116.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (117 of 2020) |# | Elapsed Time: 0:07:41 ETA: 1:59:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_117.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_117.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (118 of 2020) |# | Elapsed Time: 0:07:45 ETA: 2:24:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_118.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_118.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (119 of 2020) |# | Elapsed Time: 0:07:49 ETA: 2:04:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_119.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_119.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (120 of 2020) |# | Elapsed Time: 0:07:53 ETA: 1:56:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_120.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_120.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (121 of 2020) |# | Elapsed Time: 0:07:57 ETA: 2:08:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_121.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_121.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (122 of 2020) |# | Elapsed Time: 0:08:01 ETA: 2:06:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_122.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_122.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (123 of 2020) |# | Elapsed Time: 0:08:05 ETA: 1:56:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_123.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_123.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (124 of 2020) |# | Elapsed Time: 0:08:09 ETA: 2:09:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_124.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_124.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (125 of 2020) |# | Elapsed Time: 0:08:12 ETA: 1:56:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_125.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_125.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (126 of 2020) |# | Elapsed Time: 0:08:16 ETA: 2:07:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_126.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_126.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (127 of 2020) |# | Elapsed Time: 0:08:20 ETA: 2:09:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_127.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_127.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (128 of 2020) |# | Elapsed Time: 0:08:24 ETA: 1:58:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_128.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_128.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (129 of 2020) |# | Elapsed Time: 0:08:28 ETA: 2:07:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_129.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_129.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (130 of 2020) |# | Elapsed Time: 0:08:32 ETA: 2:10:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_130.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_130.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (131 of 2020) |# | Elapsed Time: 0:08:36 ETA: 1:55:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_131.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_131.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (132 of 2020) |# | Elapsed Time: 0:08:40 ETA: 2:06:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_132.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_132.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (133 of 2020) |# | Elapsed Time: 0:08:44 ETA: 1:56:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_133.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_133.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (134 of 2020) |# | Elapsed Time: 0:08:48 ETA: 2:05:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_134.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_134.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (135 of 2020) |# | Elapsed Time: 0:08:52 ETA: 2:05:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_135.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_135.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (136 of 2020) |# | Elapsed Time: 0:08:56 ETA: 2:01:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_136.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_136.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (137 of 2020) |# | Elapsed Time: 0:09:00 ETA: 2:10:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_137.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_137.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (138 of 2020) |# | Elapsed Time: 0:09:04 ETA: 2:07:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_138.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_138.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (139 of 2020) |# | Elapsed Time: 0:09:08 ETA: 1:59:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_139.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_139.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (140 of 2020) |# | Elapsed Time: 0:09:12 ETA: 2:10:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_140.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_140.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (141 of 2020) |# | Elapsed Time: 0:09:16 ETA: 1:59:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_141.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_141.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (142 of 2020) |# | Elapsed Time: 0:09:20 ETA: 2:15:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_142.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_142.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (143 of 2020) |# | Elapsed Time: 0:09:24 ETA: 2:05:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_143.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_143.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (144 of 2020) |# | Elapsed Time: 0:09:28 ETA: 1:55:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_144.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_144.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (145 of 2020) |# | Elapsed Time: 0:09:32 ETA: 2:16:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_145.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_145.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (146 of 2020) |# | Elapsed Time: 0:09:36 ETA: 2:07:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_146.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_146.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (147 of 2020) |# | Elapsed Time: 0:09:40 ETA: 1:59:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_147.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_147.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (148 of 2020) |# | Elapsed Time: 0:09:44 ETA: 2:09:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_148.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_148.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (149 of 2020) |# | Elapsed Time: 0:09:48 ETA: 1:58:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_149.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_149.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (150 of 2020) |# | Elapsed Time: 0:09:52 ETA: 2:09:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_150.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_150.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (151 of 2020) |# | Elapsed Time: 0:09:56 ETA: 2:03:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_151.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_151.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (152 of 2020) |# | Elapsed Time: 0:10:00 ETA: 2:01:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_152.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_152.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (153 of 2020) |# | Elapsed Time: 0:10:04 ETA: 2:06:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_153.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_153.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (154 of 2020) |# | Elapsed Time: 0:10:08 ETA: 2:05:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_154.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_154.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (155 of 2020) |# | Elapsed Time: 0:10:12 ETA: 1:56:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_155.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_155.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (156 of 2020) |# | Elapsed Time: 0:10:16 ETA: 2:11:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_156.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_156.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (157 of 2020) |# | Elapsed Time: 0:10:20 ETA: 1:54:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_157.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_157.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (158 of 2020) |# | Elapsed Time: 0:10:24 ETA: 2:17:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_158.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_158.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (159 of 2020) |# | Elapsed Time: 0:10:28 ETA: 2:02:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_159.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_159.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (160 of 2020) |# | Elapsed Time: 0:10:32 ETA: 2:05:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_160.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_160.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (161 of 2020) |# | Elapsed Time: 0:10:36 ETA: 2:05:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_161.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_161.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (162 of 2020) |# | Elapsed Time: 0:10:40 ETA: 2:05:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_162.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_162.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (163 of 2020) |# | Elapsed Time: 0:10:44 ETA: 1:58:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_163.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_163.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (164 of 2020) |# | Elapsed Time: 0:10:48 ETA: 2:09:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_164.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_164.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (165 of 2020) |# | Elapsed Time: 0:10:52 ETA: 1:53:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_165.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_165.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (166 of 2020) |# | Elapsed Time: 0:10:56 ETA: 2:05:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_166.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_166.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (167 of 2020) |# | Elapsed Time: 0:11:00 ETA: 2:03:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_167.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_167.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (168 of 2020) |# | Elapsed Time: 0:11:04 ETA: 1:54:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_168.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_168.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (169 of 2020) |# | Elapsed Time: 0:11:08 ETA: 2:10:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_169.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_169.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (170 of 2020) |# | Elapsed Time: 0:11:12 ETA: 2:04:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_170.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_170.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (171 of 2020) |# | Elapsed Time: 0:11:16 ETA: 2:04:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_171.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_171.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (172 of 2020) |# | Elapsed Time: 0:11:20 ETA: 2:07:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_172.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_172.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (173 of 2020) |# | Elapsed Time: 0:11:24 ETA: 1:52:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_173.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_173.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (174 of 2020) |# | Elapsed Time: 0:11:28 ETA: 2:07:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_174.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_174.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (175 of 2020) |# | Elapsed Time: 0:11:32 ETA: 1:59:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_175.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_175.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (176 of 2020) |# | Elapsed Time: 0:11:36 ETA: 2:00:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_176.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_176.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (177 of 2020) |# | Elapsed Time: 0:11:40 ETA: 2:05:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_177.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_177.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (178 of 2020) |# | Elapsed Time: 0:11:44 ETA: 2:08:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_178.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_178.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (179 of 2020) |# | Elapsed Time: 0:11:48 ETA: 1:55:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_179.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_179.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (180 of 2020) |# | Elapsed Time: 0:11:52 ETA: 2:06:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_180.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_180.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (181 of 2020) |# | Elapsed Time: 0:11:56 ETA: 1:54:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_181.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_181.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (182 of 2020) |# | Elapsed Time: 0:12:00 ETA: 2:06:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_182.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_182.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (183 of 2020) |# | Elapsed Time: 0:12:04 ETA: 2:02:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_183.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_183.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (184 of 2020) |# | Elapsed Time: 0:12:07 ETA: 1:53:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_184.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_184.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (185 of 2020) |# | Elapsed Time: 0:12:11 ETA: 2:01:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_185.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_185.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (186 of 2020) |# | Elapsed Time: 0:12:15 ETA: 2:02:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_186.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_186.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (187 of 2020) |# | Elapsed Time: 0:12:19 ETA: 2:03:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_187.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_187.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (188 of 2020) |# | Elapsed Time: 0:12:24 ETA: 2:06:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_188.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_188.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (189 of 2020) |# | Elapsed Time: 0:12:27 ETA: 1:55:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_189.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_189.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (190 of 2020) |# | Elapsed Time: 0:12:32 ETA: 2:10:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_190.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_190.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (191 of 2020) |# | Elapsed Time: 0:12:36 ETA: 2:01:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_191.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_191.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (192 of 2020) |# | Elapsed Time: 0:12:40 ETA: 1:57:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_192.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_192.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (193 of 2020) |## | Elapsed Time: 0:12:44 ETA: 2:05:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_193.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_193.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (194 of 2020) |## | Elapsed Time: 0:12:48 ETA: 2:04:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_194.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_194.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (195 of 2020) |## | Elapsed Time: 0:12:52 ETA: 1:57:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_195.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_195.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (196 of 2020) |## | Elapsed Time: 0:12:56 ETA: 2:05:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_196.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_196.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (197 of 2020) |## | Elapsed Time: 0:12:59 ETA: 1:53:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_197.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_197.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (198 of 2020) |## | Elapsed Time: 0:13:03 ETA: 2:02:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_198.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_198.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (199 of 2020) |## | Elapsed Time: 0:13:08 ETA: 2:03:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_199.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_199.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (200 of 2020) |## | Elapsed Time: 0:13:11 ETA: 1:52:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_200.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_200.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (201 of 2020) |## | Elapsed Time: 0:13:15 ETA: 2:03:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_201.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_201.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (202 of 2020) |## | Elapsed Time: 0:13:19 ETA: 2:03:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_202.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_202.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (203 of 2020) |## | Elapsed Time: 0:13:23 ETA: 1:58:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_203.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_203.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (204 of 2020) |## | Elapsed Time: 0:13:28 ETA: 2:05:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_204.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_204.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (205 of 2020) |## | Elapsed Time: 0:13:31 ETA: 1:56:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_205.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_205.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (206 of 2020) |## | Elapsed Time: 0:13:36 ETA: 2:08:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_206.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_206.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (207 of 2020) |## | Elapsed Time: 0:13:40 ETA: 2:02:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_207.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_207.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (208 of 2020) |## | Elapsed Time: 0:13:43 ETA: 1:51:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_208.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_208.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (209 of 2020) |## | Elapsed Time: 0:13:47 ETA: 2:02:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_209.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_209.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (210 of 2020) |## | Elapsed Time: 0:13:51 ETA: 2:00:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_210.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_210.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (211 of 2020) |## | Elapsed Time: 0:13:55 ETA: 1:51:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_211.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_211.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (212 of 2020) |## | Elapsed Time: 0:13:59 ETA: 2:01:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_212.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_212.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (213 of 2020) |## | Elapsed Time: 0:14:03 ETA: 1:57:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_213.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_213.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (214 of 2020) |## | Elapsed Time: 0:14:07 ETA: 2:02:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_214.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_214.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (215 of 2020) |## | Elapsed Time: 0:14:11 ETA: 2:00:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_215.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_215.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (216 of 2020) |## | Elapsed Time: 0:14:15 ETA: 1:51:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_216.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_216.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (217 of 2020) |## | Elapsed Time: 0:14:19 ETA: 2:06:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_217.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_217.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (218 of 2020) |## | Elapsed Time: 0:14:23 ETA: 2:04:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_218.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_218.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (219 of 2020) |## | Elapsed Time: 0:14:27 ETA: 1:50:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_219.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_219.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (220 of 2020) |## | Elapsed Time: 0:14:31 ETA: 2:04:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_220.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_220.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (221 of 2020) |## | Elapsed Time: 0:14:35 ETA: 1:53:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_221.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_221.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (222 of 2020) |## | Elapsed Time: 0:14:39 ETA: 1:59:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_222.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_222.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (223 of 2020) |## | Elapsed Time: 0:14:43 ETA: 2:00:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_223.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_223.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (224 of 2020) |## | Elapsed Time: 0:14:47 ETA: 1:48:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_224.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_224.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (225 of 2020) |## | Elapsed Time: 0:14:51 ETA: 2:04:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_225.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_225.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (226 of 2020) |## | Elapsed Time: 0:14:55 ETA: 2:05:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_226.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_226.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (227 of 2020) |## | Elapsed Time: 0:14:59 ETA: 1:56:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_227.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_227.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (228 of 2020) |## | Elapsed Time: 0:15:03 ETA: 2:03:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_228.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_228.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (229 of 2020) |## | Elapsed Time: 0:15:07 ETA: 1:52:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_229.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_229.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (230 of 2020) |## | Elapsed Time: 0:15:11 ETA: 2:08:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_230.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_230.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (231 of 2020) |## | Elapsed Time: 0:15:15 ETA: 1:58:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_231.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_231.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (232 of 2020) |## | Elapsed Time: 0:15:19 ETA: 1:50:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_232.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_232.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (233 of 2020) |## | Elapsed Time: 0:15:23 ETA: 2:01:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_233.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_233.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (234 of 2020) |## | Elapsed Time: 0:15:27 ETA: 2:02:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_234.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_234.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (235 of 2020) |## | Elapsed Time: 0:15:31 ETA: 1:49:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_235.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_235.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (236 of 2020) |## | Elapsed Time: 0:15:35 ETA: 2:04:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_236.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_236.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (237 of 2020) |## | Elapsed Time: 0:15:39 ETA: 1:54:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_237.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_237.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (238 of 2020) |## | Elapsed Time: 0:15:43 ETA: 2:02:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_238.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_238.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (239 of 2020) |## | Elapsed Time: 0:15:47 ETA: 1:58:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_239.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_239.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (240 of 2020) |## | Elapsed Time: 0:15:51 ETA: 1:54:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_240.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_240.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (241 of 2020) |## | Elapsed Time: 0:15:55 ETA: 2:00:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_241.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_241.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (242 of 2020) |## | Elapsed Time: 0:15:59 ETA: 2:03:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_242.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_242.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (243 of 2020) |## | Elapsed Time: 0:16:03 ETA: 1:51:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_243.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_243.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (244 of 2020) |## | Elapsed Time: 0:16:07 ETA: 2:04:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_244.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_244.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (245 of 2020) |## | Elapsed Time: 0:16:11 ETA: 1:53:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_245.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_245.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (246 of 2020) |## | Elapsed Time: 0:16:15 ETA: 2:01:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_246.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_246.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (247 of 2020) |## | Elapsed Time: 0:16:19 ETA: 1:56:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_247.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_247.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (248 of 2020) |## | Elapsed Time: 0:16:22 ETA: 1:51:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_248.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_248.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (249 of 2020) |## | Elapsed Time: 0:16:27 ETA: 2:07:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_249.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_249.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (250 of 2020) |## | Elapsed Time: 0:16:31 ETA: 2:02:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_250.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_250.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (251 of 2020) |## | Elapsed Time: 0:16:35 ETA: 1:48:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_251.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_251.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (252 of 2020) |## | Elapsed Time: 0:16:39 ETA: 1:57:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_252.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_252.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (253 of 2020) |## | Elapsed Time: 0:16:42 ETA: 1:50:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_253.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_253.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (254 of 2020) |## | Elapsed Time: 0:16:46 ETA: 2:03:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_254.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_254.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (255 of 2020) |## | Elapsed Time: 0:16:51 ETA: 2:01:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_255.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_255.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (256 of 2020) |## | Elapsed Time: 0:16:54 ETA: 1:54:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_256.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_256.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (257 of 2020) |## | Elapsed Time: 0:16:59 ETA: 2:04:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_257.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_257.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (258 of 2020) |## | Elapsed Time: 0:17:03 ETA: 1:57:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_258.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_258.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (259 of 2020) |## | Elapsed Time: 0:17:07 ETA: 1:53:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_259.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_259.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (260 of 2020) |## | Elapsed Time: 0:17:11 ETA: 1:57:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_260.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_260.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (261 of 2020) |## | Elapsed Time: 0:17:14 ETA: 1:46:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_261.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_261.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (262 of 2020) |## | Elapsed Time: 0:17:18 ETA: 2:01:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_262.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_262.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (263 of 2020) |## | Elapsed Time: 0:17:23 ETA: 2:08:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_263.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_263.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (264 of 2020) |## | Elapsed Time: 0:17:26 ETA: 1:47:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_264.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_264.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (265 of 2020) |## | Elapsed Time: 0:17:31 ETA: 1:58:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_265.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_265.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (266 of 2020) |## | Elapsed Time: 0:17:35 ETA: 2:05:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_266.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_266.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (267 of 2020) |## | Elapsed Time: 0:17:39 ETA: 1:52:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_267.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_267.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (268 of 2020) |## | Elapsed Time: 0:17:43 ETA: 1:56:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_268.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_268.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (269 of 2020) |## | Elapsed Time: 0:17:46 ETA: 1:47:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_269.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_269.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (270 of 2020) |## | Elapsed Time: 0:17:50 ETA: 2:00:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_270.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_270.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (271 of 2020) |## | Elapsed Time: 0:17:55 ETA: 1:57:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_271.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_271.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (272 of 2020) |## | Elapsed Time: 0:17:58 ETA: 1:48:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_272.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_272.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (273 of 2020) |## | Elapsed Time: 0:18:02 ETA: 2:01:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_273.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_273.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (274 of 2020) |## | Elapsed Time: 0:18:07 ETA: 2:00:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_274.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_274.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (275 of 2020) |## | Elapsed Time: 0:18:11 ETA: 1:55:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_275.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_275.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (276 of 2020) |## | Elapsed Time: 0:18:15 ETA: 1:56:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_276.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_276.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (277 of 2020) |## | Elapsed Time: 0:18:18 ETA: 1:48:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_277.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_277.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (278 of 2020) |## | Elapsed Time: 0:18:22 ETA: 1:55:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_278.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_278.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (279 of 2020) |## | Elapsed Time: 0:18:26 ETA: 1:52:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_279.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_279.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (280 of 2020) |## | Elapsed Time: 0:18:30 ETA: 1:49:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_280.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_280.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (281 of 2020) |## | Elapsed Time: 0:18:34 ETA: 2:01:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_281.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_281.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (282 of 2020) |## | Elapsed Time: 0:18:38 ETA: 1:58:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_282.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_282.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (283 of 2020) |## | Elapsed Time: 0:18:42 ETA: 1:46:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_283.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_283.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (284 of 2020) |## | Elapsed Time: 0:18:46 ETA: 2:01:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_284.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_284.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (285 of 2020) |## | Elapsed Time: 0:18:50 ETA: 1:56:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_285.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_285.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (286 of 2020) |## | Elapsed Time: 0:18:54 ETA: 1:57:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_286.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_286.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (287 of 2020) |## | Elapsed Time: 0:18:58 ETA: 1:57:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_287.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_287.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (288 of 2020) |## | Elapsed Time: 0:19:02 ETA: 1:50:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_288.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_288.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (289 of 2020) |### | Elapsed Time: 0:19:06 ETA: 2:01:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_289.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_289.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (290 of 2020) |### | Elapsed Time: 0:19:10 ETA: 1:53:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_290.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_290.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (291 of 2020) |### | Elapsed Time: 0:19:14 ETA: 1:51:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_291.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_291.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (292 of 2020) |### | Elapsed Time: 0:19:18 ETA: 2:01:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_292.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_292.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (293 of 2020) |### | Elapsed Time: 0:19:22 ETA: 1:44:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_293.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_293.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (294 of 2020) |### | Elapsed Time: 0:19:26 ETA: 2:03:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_294.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_294.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (295 of 2020) |### | Elapsed Time: 0:19:30 ETA: 1:51:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_295.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_295.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (296 of 2020) |### | Elapsed Time: 0:19:34 ETA: 1:47:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_296.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_296.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (297 of 2020) |### | Elapsed Time: 0:19:38 ETA: 1:57:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_297.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_297.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (298 of 2020) |### | Elapsed Time: 0:19:42 ETA: 1:58:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_298.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_298.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (299 of 2020) |### | Elapsed Time: 0:19:46 ETA: 1:43:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_299.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_299.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (300 of 2020) |### | Elapsed Time: 0:19:50 ETA: 1:59:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_300.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_300.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (301 of 2020) |### | Elapsed Time: 0:19:54 ETA: 1:49:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_301.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_301.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (302 of 2020) |### | Elapsed Time: 0:19:58 ETA: 1:57:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_302.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_302.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (303 of 2020) |### | Elapsed Time: 0:20:02 ETA: 1:54:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_303.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_303.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (304 of 2020) |### | Elapsed Time: 0:20:05 ETA: 1:46:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_304.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_304.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (305 of 2020) |### | Elapsed Time: 0:20:10 ETA: 2:00:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_305.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_305.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (306 of 2020) |### | Elapsed Time: 0:20:14 ETA: 1:52:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_306.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_306.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (307 of 2020) |### | Elapsed Time: 0:20:17 ETA: 1:45:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_307.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_307.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (308 of 2020) |### | Elapsed Time: 0:20:21 ETA: 1:57:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_308.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_308.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (309 of 2020) |### | Elapsed Time: 0:20:25 ETA: 1:46:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_309.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_309.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (310 of 2020) |### | Elapsed Time: 0:20:29 ETA: 1:53:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_310.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_310.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (311 of 2020) |### | Elapsed Time: 0:20:33 ETA: 1:56:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_311.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_311.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (312 of 2020) |### | Elapsed Time: 0:20:37 ETA: 1:44:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_312.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_312.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (313 of 2020) |### | Elapsed Time: 0:20:41 ETA: 2:01:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_313.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_313.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (314 of 2020) |### | Elapsed Time: 0:20:45 ETA: 1:52:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_314.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_314.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (315 of 2020) |### | Elapsed Time: 0:20:49 ETA: 1:45:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_315.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_315.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (316 of 2020) |### | Elapsed Time: 0:20:53 ETA: 1:57:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_316.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_316.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (317 of 2020) |### | Elapsed Time: 0:20:57 ETA: 1:44:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_317.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_317.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (318 of 2020) |### | Elapsed Time: 0:21:01 ETA: 1:57:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_318.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_318.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (319 of 2020) |### | Elapsed Time: 0:21:05 ETA: 1:56:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_319.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_319.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (320 of 2020) |### | Elapsed Time: 0:21:09 ETA: 1:46:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_320.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_320.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (321 of 2020) |### | Elapsed Time: 0:21:13 ETA: 1:58:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_321.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_321.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (322 of 2020) |### | Elapsed Time: 0:21:17 ETA: 1:55:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_322.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_322.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (323 of 2020) |### | Elapsed Time: 0:21:21 ETA: 1:45:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_323.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_323.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (324 of 2020) |### | Elapsed Time: 0:21:25 ETA: 1:57:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_324.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_324.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (325 of 2020) |### | Elapsed Time: 0:21:29 ETA: 1:46:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_325.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_325.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (326 of 2020) |### | Elapsed Time: 0:21:33 ETA: 2:03:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_326.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_326.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (327 of 2020) |### | Elapsed Time: 0:21:37 ETA: 1:52:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_327.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_327.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (328 of 2020) |### | Elapsed Time: 0:21:41 ETA: 1:43:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_328.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_328.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (329 of 2020) |### | Elapsed Time: 0:21:45 ETA: 1:58:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_329.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_329.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (330 of 2020) |### | Elapsed Time: 0:21:49 ETA: 1:49:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_330.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_330.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (331 of 2020) |### | Elapsed Time: 0:21:53 ETA: 1:48:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_331.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_331.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (332 of 2020) |### | Elapsed Time: 0:21:57 ETA: 1:58:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_332.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_332.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (333 of 2020) |### | Elapsed Time: 0:22:01 ETA: 1:46:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_333.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_333.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (334 of 2020) |### | Elapsed Time: 0:22:05 ETA: 1:55:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_334.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_334.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (335 of 2020) |### | Elapsed Time: 0:22:09 ETA: 1:51:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_335.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_335.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (336 of 2020) |### | Elapsed Time: 0:22:13 ETA: 1:49:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_336.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_336.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (337 of 2020) |### | Elapsed Time: 0:22:16 ETA: 1:49:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_337.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_337.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (338 of 2020) |### | Elapsed Time: 0:22:20 ETA: 1:53:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_338.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_338.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (339 of 2020) |### | Elapsed Time: 0:22:24 ETA: 1:45:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_339.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_339.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (340 of 2020) |### | Elapsed Time: 0:22:28 ETA: 1:54:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_340.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_340.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (341 of 2020) |### | Elapsed Time: 0:22:32 ETA: 1:53:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_341.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_341.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (342 of 2020) |### | Elapsed Time: 0:22:36 ETA: 1:44:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_342.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_342.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (343 of 2020) |### | Elapsed Time: 0:22:40 ETA: 1:57:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_343.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_343.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (344 of 2020) |### | Elapsed Time: 0:22:44 ETA: 1:44:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_344.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_344.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (345 of 2020) |### | Elapsed Time: 0:22:48 ETA: 1:53:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_345.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_345.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (346 of 2020) |### | Elapsed Time: 0:22:52 ETA: 1:51:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_346.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_346.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (347 of 2020) |### | Elapsed Time: 0:22:56 ETA: 1:39:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_347.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_347.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (348 of 2020) |### | Elapsed Time: 0:23:00 ETA: 1:49:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_348.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_348.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (349 of 2020) |### | Elapsed Time: 0:23:04 ETA: 1:54:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_349.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_349.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (350 of 2020) |### | Elapsed Time: 0:23:07 ETA: 1:41:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_350.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_350.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (351 of 2020) |### | Elapsed Time: 0:23:12 ETA: 1:56:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_351.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_351.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (352 of 2020) |### | Elapsed Time: 0:23:16 ETA: 1:52:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_352.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_352.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (353 of 2020) |### | Elapsed Time: 0:23:20 ETA: 1:51:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_353.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_353.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (354 of 2020) |### | Elapsed Time: 0:23:24 ETA: 1:55:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_354.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_354.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (355 of 2020) |### | Elapsed Time: 0:23:28 ETA: 1:54:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_355.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_355.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (356 of 2020) |### | Elapsed Time: 0:23:32 ETA: 1:45:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_356.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_356.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (357 of 2020) |### | Elapsed Time: 0:23:36 ETA: 1:54:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_357.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_357.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (358 of 2020) |### | Elapsed Time: 0:23:40 ETA: 1:45:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_358.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_358.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (359 of 2020) |### | Elapsed Time: 0:23:43 ETA: 1:42:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_359.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_359.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (360 of 2020) |### | Elapsed Time: 0:23:48 ETA: 1:57:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_360.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_360.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (361 of 2020) |### | Elapsed Time: 0:23:51 ETA: 1:46:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_361.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_361.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (362 of 2020) |### | Elapsed Time: 0:23:55 ETA: 1:45:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_362.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_362.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (363 of 2020) |### | Elapsed Time: 0:23:59 ETA: 1:53:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_363.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_363.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (364 of 2020) |### | Elapsed Time: 0:24:03 ETA: 1:45:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_364.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_364.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (365 of 2020) |### | Elapsed Time: 0:24:07 ETA: 1:50:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_365.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_365.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (366 of 2020) |### | Elapsed Time: 0:24:11 ETA: 1:47:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_366.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_366.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (367 of 2020) |### | Elapsed Time: 0:24:15 ETA: 1:34:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_367.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_367.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (368 of 2020) |### | Elapsed Time: 0:24:19 ETA: 1:57:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_368.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_368.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (369 of 2020) |### | Elapsed Time: 0:24:23 ETA: 1:44:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_369.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_369.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (370 of 2020) |### | Elapsed Time: 0:24:26 ETA: 1:43:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_370.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_370.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (371 of 2020) |### | Elapsed Time: 0:24:31 ETA: 1:56:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_371.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_371.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (372 of 2020) |### | Elapsed Time: 0:24:35 ETA: 1:49:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_372.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_372.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (373 of 2020) |### | Elapsed Time: 0:24:38 ETA: 1:41:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_373.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_373.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (374 of 2020) |### | Elapsed Time: 0:24:42 ETA: 1:51:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_374.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_374.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (375 of 2020) |### | Elapsed Time: 0:24:46 ETA: 1:47:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_375.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_375.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (376 of 2020) |### | Elapsed Time: 0:24:50 ETA: 1:41:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_376.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_376.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (377 of 2020) |### | Elapsed Time: 0:24:54 ETA: 1:47:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_377.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_377.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (378 of 2020) |### | Elapsed Time: 0:24:58 ETA: 1:51:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_378.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_378.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (379 of 2020) |### | Elapsed Time: 0:25:02 ETA: 1:42:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_379.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_379.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (380 of 2020) |### | Elapsed Time: 0:25:06 ETA: 1:54:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_380.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_380.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (381 of 2020) |### | Elapsed Time: 0:25:10 ETA: 1:50:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_381.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_381.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (382 of 2020) |### | Elapsed Time: 0:25:14 ETA: 1:38:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_382.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_382.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (383 of 2020) |### | Elapsed Time: 0:25:18 ETA: 1:53:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_383.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_383.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (384 of 2020) |### | Elapsed Time: 0:25:22 ETA: 1:51:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_384.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_384.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (385 of 2020) |#### | Elapsed Time: 0:25:25 ETA: 1:39:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_385.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_385.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (386 of 2020) |#### | Elapsed Time: 0:25:30 ETA: 1:51:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_386.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_386.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (387 of 2020) |#### | Elapsed Time: 0:25:34 ETA: 1:48:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_387.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_387.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (388 of 2020) |#### | Elapsed Time: 0:25:37 ETA: 1:45:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_388.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_388.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (389 of 2020) |#### | Elapsed Time: 0:25:41 ETA: 1:46:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_389.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_389.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (390 of 2020) |#### | Elapsed Time: 0:25:46 ETA: 1:53:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_390.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_390.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (391 of 2020) |#### | Elapsed Time: 0:25:49 ETA: 1:40:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_391.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_391.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (392 of 2020) |#### | Elapsed Time: 0:25:53 ETA: 1:52:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_392.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_392.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (393 of 2020) |#### | Elapsed Time: 0:25:57 ETA: 1:48:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_393.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_393.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (394 of 2020) |#### | Elapsed Time: 0:26:01 ETA: 1:39:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_394.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_394.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (395 of 2020) |#### | Elapsed Time: 0:26:05 ETA: 1:50:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_395.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_395.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (396 of 2020) |#### | Elapsed Time: 0:26:09 ETA: 1:51:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_396.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_396.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (397 of 2020) |#### | Elapsed Time: 0:26:13 ETA: 1:41:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_397.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_397.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (398 of 2020) |#### | Elapsed Time: 0:26:17 ETA: 1:50:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_398.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_398.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (399 of 2020) |#### | Elapsed Time: 0:26:21 ETA: 1:46:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_399.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_399.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (400 of 2020) |#### | Elapsed Time: 0:26:25 ETA: 1:41:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_400.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_400.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (401 of 2020) |#### | Elapsed Time: 0:26:29 ETA: 1:52:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_401.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_401.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (402 of 2020) |#### | Elapsed Time: 0:26:33 ETA: 1:46:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_402.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_402.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (403 of 2020) |#### | Elapsed Time: 0:26:37 ETA: 1:43:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_403.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_403.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (404 of 2020) |#### | Elapsed Time: 0:26:41 ETA: 1:51:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_404.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_404.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (405 of 2020) |#### | Elapsed Time: 0:26:45 ETA: 1:47:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_405.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_405.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (406 of 2020) |#### | Elapsed Time: 0:26:49 ETA: 1:43:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_406.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_406.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (407 of 2020) |#### | Elapsed Time: 0:26:53 ETA: 1:48:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_407.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_407.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (408 of 2020) |#### | Elapsed Time: 0:26:57 ETA: 1:50:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_408.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_408.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (409 of 2020) |#### | Elapsed Time: 0:27:01 ETA: 1:42:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_409.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_409.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (410 of 2020) |#### | Elapsed Time: 0:27:05 ETA: 1:55:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_410.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_410.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (411 of 2020) |#### | Elapsed Time: 0:27:09 ETA: 1:49:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_411.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_411.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (412 of 2020) |#### | Elapsed Time: 0:27:13 ETA: 1:40:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_412.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_412.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (413 of 2020) |#### | Elapsed Time: 0:27:17 ETA: 1:51:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_413.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_413.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (414 of 2020) |#### | Elapsed Time: 0:27:21 ETA: 1:41:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_414.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_414.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (415 of 2020) |#### | Elapsed Time: 0:27:25 ETA: 1:52:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_415.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_415.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (416 of 2020) |#### | Elapsed Time: 0:27:29 ETA: 1:46:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_416.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_416.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (417 of 2020) |#### | Elapsed Time: 0:27:33 ETA: 1:44:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_417.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_417.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (418 of 2020) |#### | Elapsed Time: 0:27:37 ETA: 1:47:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_418.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_418.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (419 of 2020) |#### | Elapsed Time: 0:27:41 ETA: 1:50:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_419.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_419.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (420 of 2020) |#### | Elapsed Time: 0:27:45 ETA: 1:44:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_420.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_420.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (421 of 2020) |#### | Elapsed Time: 0:27:49 ETA: 1:52:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_421.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_421.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (422 of 2020) |#### | Elapsed Time: 0:27:53 ETA: 1:41:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_422.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_422.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (423 of 2020) |#### | Elapsed Time: 0:27:57 ETA: 1:50:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_423.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_423.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (424 of 2020) |#### | Elapsed Time: 0:28:01 ETA: 1:47:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_424.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_424.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (425 of 2020) |#### | Elapsed Time: 0:28:05 ETA: 1:39:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_425.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_425.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (426 of 2020) |#### | Elapsed Time: 0:28:09 ETA: 1:51:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_426.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_426.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (427 of 2020) |#### | Elapsed Time: 0:28:13 ETA: 1:45:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_427.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_427.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (428 of 2020) |#### | Elapsed Time: 0:28:17 ETA: 1:41:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_428.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_428.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (429 of 2020) |#### | Elapsed Time: 0:28:21 ETA: 1:49:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_429.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_429.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (430 of 2020) |#### | Elapsed Time: 0:28:25 ETA: 1:43:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_430.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_430.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (431 of 2020) |#### | Elapsed Time: 0:28:29 ETA: 1:48:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_431.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_431.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (432 of 2020) |#### | Elapsed Time: 0:28:33 ETA: 1:47:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_432.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_432.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (433 of 2020) |#### | Elapsed Time: 0:28:37 ETA: 1:42:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_433.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_433.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (434 of 2020) |#### | Elapsed Time: 0:28:41 ETA: 1:47:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_434.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_434.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (435 of 2020) |#### | Elapsed Time: 0:28:45 ETA: 1:48:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_435.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_435.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (436 of 2020) |#### | Elapsed Time: 0:28:49 ETA: 1:39:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_436.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_436.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (437 of 2020) |#### | Elapsed Time: 0:28:53 ETA: 1:46:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_437.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_437.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (438 of 2020) |#### | Elapsed Time: 0:28:57 ETA: 1:46:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_438.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_438.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (439 of 2020) |#### | Elapsed Time: 0:29:01 ETA: 1:45:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_439.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_439.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (440 of 2020) |#### | Elapsed Time: 0:29:05 ETA: 1:45:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_440.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_440.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (441 of 2020) |#### | Elapsed Time: 0:29:09 ETA: 1:42:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_441.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_441.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (442 of 2020) |#### | Elapsed Time: 0:29:13 ETA: 1:48:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_442.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_442.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (443 of 2020) |#### | Elapsed Time: 0:29:17 ETA: 1:45:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_443.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_443.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (444 of 2020) |#### | Elapsed Time: 0:29:21 ETA: 1:39:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_444.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_444.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (445 of 2020) |#### | Elapsed Time: 0:29:25 ETA: 1:49:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_445.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_445.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (446 of 2020) |#### | Elapsed Time: 0:29:29 ETA: 1:37:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_446.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_446.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (447 of 2020) |#### | Elapsed Time: 0:29:33 ETA: 1:47:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_447.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_447.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (448 of 2020) |#### | Elapsed Time: 0:29:37 ETA: 1:44:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_448.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_448.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (449 of 2020) |#### | Elapsed Time: 0:29:40 ETA: 1:38:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_449.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_449.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (450 of 2020) |#### | Elapsed Time: 0:29:45 ETA: 1:47:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_450.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_450.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (451 of 2020) |#### | Elapsed Time: 0:29:49 ETA: 1:46:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_451.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_451.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (452 of 2020) |#### | Elapsed Time: 0:29:53 ETA: 1:40:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_452.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_452.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (453 of 2020) |#### | Elapsed Time: 0:29:57 ETA: 1:45:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_453.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_453.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (454 of 2020) |#### | Elapsed Time: 0:30:00 ETA: 1:38:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_454.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_454.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (455 of 2020) |#### | Elapsed Time: 0:30:05 ETA: 1:49:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_455.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_455.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (456 of 2020) |#### | Elapsed Time: 0:30:09 ETA: 1:47:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_456.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_456.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (457 of 2020) |#### | Elapsed Time: 0:30:12 ETA: 1:37:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_457.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_457.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (458 of 2020) |#### | Elapsed Time: 0:30:16 ETA: 1:45:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_458.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_458.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (459 of 2020) |#### | Elapsed Time: 0:30:21 ETA: 1:44:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_459.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_459.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (460 of 2020) |#### | Elapsed Time: 0:30:24 ETA: 1:38:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_460.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_460.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (461 of 2020) |#### | Elapsed Time: 0:30:29 ETA: 1:49:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_461.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_461.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (462 of 2020) |#### | Elapsed Time: 0:30:32 ETA: 1:35:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_462.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_462.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (463 of 2020) |#### | Elapsed Time: 0:30:36 ETA: 1:44:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_463.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_463.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (464 of 2020) |#### | Elapsed Time: 0:30:40 ETA: 1:45:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_464.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_464.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (465 of 2020) |#### | Elapsed Time: 0:30:44 ETA: 1:35:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_465.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_465.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (466 of 2020) |#### | Elapsed Time: 0:30:48 ETA: 1:46:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_466.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_466.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (467 of 2020) |#### | Elapsed Time: 0:30:52 ETA: 1:40:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_467.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_467.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (468 of 2020) |#### | Elapsed Time: 0:30:56 ETA: 1:39:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_468.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_468.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (469 of 2020) |#### | Elapsed Time: 0:31:00 ETA: 1:45:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_469.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_469.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (470 of 2020) |#### | Elapsed Time: 0:31:04 ETA: 1:36:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_470.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_470.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (471 of 2020) |#### | Elapsed Time: 0:31:08 ETA: 1:46:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_471.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_471.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (472 of 2020) |#### | Elapsed Time: 0:31:12 ETA: 1:41:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_472.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_472.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (473 of 2020) |#### | Elapsed Time: 0:31:16 ETA: 1:39:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_473.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_473.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (474 of 2020) |#### | Elapsed Time: 0:31:20 ETA: 1:44:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_474.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_474.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (475 of 2020) |#### | Elapsed Time: 0:31:24 ETA: 1:44:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_475.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_475.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (476 of 2020) |#### | Elapsed Time: 0:31:27 ETA: 1:35:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_476.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_476.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (477 of 2020) |#### | Elapsed Time: 0:31:32 ETA: 1:47:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_477.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_477.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (478 of 2020) |#### | Elapsed Time: 0:31:36 ETA: 1:44:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_478.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_478.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (479 of 2020) |#### | Elapsed Time: 0:31:40 ETA: 1:47:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_479.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_479.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (480 of 2020) |#### | Elapsed Time: 0:31:44 ETA: 1:44:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_480.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_480.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (481 of 2020) |##### | Elapsed Time: 0:31:48 ETA: 1:36:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_481.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_481.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (482 of 2020) |##### | Elapsed Time: 0:31:52 ETA: 1:44:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_482.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_482.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (483 of 2020) |##### | Elapsed Time: 0:31:56 ETA: 1:44:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_483.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_483.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (484 of 2020) |##### | Elapsed Time: 0:32:00 ETA: 1:36:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_484.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_484.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (485 of 2020) |##### | Elapsed Time: 0:32:04 ETA: 1:46:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_485.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_485.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (486 of 2020) |##### | Elapsed Time: 0:32:07 ETA: 1:35:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_486.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_486.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (487 of 2020) |##### | Elapsed Time: 0:32:12 ETA: 1:46:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_487.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_487.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (488 of 2020) |##### | Elapsed Time: 0:32:16 ETA: 1:45:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_488.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_488.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (489 of 2020) |##### | Elapsed Time: 0:32:20 ETA: 1:38:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_489.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_489.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (490 of 2020) |##### | Elapsed Time: 0:32:24 ETA: 1:43:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_490.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_490.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (491 of 2020) |##### | Elapsed Time: 0:32:28 ETA: 1:38:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_491.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_491.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (492 of 2020) |##### | Elapsed Time: 0:32:31 ETA: 1:35:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_492.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_492.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (493 of 2020) |##### | Elapsed Time: 0:32:35 ETA: 1:46:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_493.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_493.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (494 of 2020) |##### | Elapsed Time: 0:32:39 ETA: 1:34:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_494.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_494.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (495 of 2020) |##### | Elapsed Time: 0:32:43 ETA: 1:49:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_495.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_495.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (496 of 2020) |##### | Elapsed Time: 0:32:47 ETA: 1:39:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_496.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_496.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (497 of 2020) |##### | Elapsed Time: 0:32:51 ETA: 1:34:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_497.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_497.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (498 of 2020) |##### | Elapsed Time: 0:32:55 ETA: 1:44:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_498.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_498.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (499 of 2020) |##### | Elapsed Time: 0:32:59 ETA: 1:43:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_499.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_499.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:41 ETA: 00:00:00
Total test loss: 3.1725528104305267 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_500.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_500.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (501 of 2020) |### | Elapsed Time: 0:34:49 ETA: 1 day, 20:34:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_501.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_501.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (502 of 2020) |##### | Elapsed Time: 0:34:53 ETA: 1:43:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_502.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_502.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (503 of 2020) |##### | Elapsed Time: 0:34:57 ETA: 1:44:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_503.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_503.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (504 of 2020) |##### | Elapsed Time: 0:35:01 ETA: 1:34:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_504.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_504.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (505 of 2020) |##### | Elapsed Time: 0:35:05 ETA: 1:46:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_505.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_505.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (506 of 2020) |##### | Elapsed Time: 0:35:09 ETA: 1:41:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_506.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_506.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (507 of 2020) |##### | Elapsed Time: 0:35:13 ETA: 1:39:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_507.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_507.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (508 of 2020) |##### | Elapsed Time: 0:35:17 ETA: 1:43:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_508.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_508.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (509 of 2020) |##### | Elapsed Time: 0:35:21 ETA: 1:31:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_509.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_509.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (510 of 2020) |##### | Elapsed Time: 0:35:25 ETA: 1:44:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_510.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_510.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (511 of 2020) |##### | Elapsed Time: 0:35:29 ETA: 1:41:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_511.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_511.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (512 of 2020) |##### | Elapsed Time: 0:35:33 ETA: 1:38:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_512.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_512.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (513 of 2020) |##### | Elapsed Time: 0:35:37 ETA: 1:41:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_513.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_513.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (514 of 2020) |##### | Elapsed Time: 0:35:41 ETA: 1:40:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_514.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_514.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (515 of 2020) |##### | Elapsed Time: 0:35:45 ETA: 1:37:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_515.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_515.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (516 of 2020) |##### | Elapsed Time: 0:35:49 ETA: 1:42:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_516.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_516.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (517 of 2020) |##### | Elapsed Time: 0:35:53 ETA: 1:44:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_517.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_517.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (518 of 2020) |##### | Elapsed Time: 0:35:57 ETA: 1:30:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_518.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_518.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (519 of 2020) |##### | Elapsed Time: 0:36:01 ETA: 1:43:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_519.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_519.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (520 of 2020) |##### | Elapsed Time: 0:36:05 ETA: 1:40:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_520.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_520.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (521 of 2020) |##### | Elapsed Time: 0:36:09 ETA: 1:36:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_521.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_521.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (522 of 2020) |##### | Elapsed Time: 0:36:13 ETA: 1:49:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_522.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_522.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (523 of 2020) |##### | Elapsed Time: 0:36:17 ETA: 1:37:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_523.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_523.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (524 of 2020) |##### | Elapsed Time: 0:36:21 ETA: 1:33:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_524.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_524.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (525 of 2020) |##### | Elapsed Time: 0:36:25 ETA: 1:46:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_525.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_525.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (526 of 2020) |##### | Elapsed Time: 0:36:29 ETA: 1:36:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_526.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_526.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (527 of 2020) |##### | Elapsed Time: 0:36:32 ETA: 1:33:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_527.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_527.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (528 of 2020) |##### | Elapsed Time: 0:36:37 ETA: 1:44:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_528.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_528.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (529 of 2020) |##### | Elapsed Time: 0:36:41 ETA: 1:51:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_529.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_529.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (530 of 2020) |##### | Elapsed Time: 0:36:45 ETA: 1:27:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_530.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_530.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (531 of 2020) |##### | Elapsed Time: 0:36:49 ETA: 1:39:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_531.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_531.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (532 of 2020) |##### | Elapsed Time: 0:36:53 ETA: 1:49:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_532.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_532.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (533 of 2020) |##### | Elapsed Time: 0:36:57 ETA: 1:32:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_533.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_533.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (534 of 2020) |##### | Elapsed Time: 0:37:01 ETA: 1:38:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_534.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_534.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (535 of 2020) |##### | Elapsed Time: 0:37:05 ETA: 1:36:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_535.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_535.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (536 of 2020) |##### | Elapsed Time: 0:37:08 ETA: 1:31:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_536.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_536.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (537 of 2020) |##### | Elapsed Time: 0:37:12 ETA: 1:40:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_537.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_537.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (538 of 2020) |##### | Elapsed Time: 0:37:17 ETA: 1:43:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_538.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_538.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (539 of 2020) |##### | Elapsed Time: 0:37:20 ETA: 1:33:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_539.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_539.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (540 of 2020) |##### | Elapsed Time: 0:37:25 ETA: 1:43:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_540.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_540.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (541 of 2020) |##### | Elapsed Time: 0:37:29 ETA: 1:41:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_541.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_541.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (542 of 2020) |##### | Elapsed Time: 0:37:32 ETA: 1:28:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_542.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_542.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (543 of 2020) |##### | Elapsed Time: 0:37:36 ETA: 1:40:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_543.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_543.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (544 of 2020) |##### | Elapsed Time: 0:37:40 ETA: 1:37:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_544.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_544.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (545 of 2020) |##### | Elapsed Time: 0:37:44 ETA: 1:32:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_545.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_545.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (546 of 2020) |##### | Elapsed Time: 0:37:48 ETA: 1:38:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_546.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_546.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (547 of 2020) |##### | Elapsed Time: 0:37:52 ETA: 1:38:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_547.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_547.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (548 of 2020) |##### | Elapsed Time: 0:37:56 ETA: 1:31:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_548.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_548.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (549 of 2020) |##### | Elapsed Time: 0:38:00 ETA: 1:40:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_549.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_549.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (550 of 2020) |##### | Elapsed Time: 0:38:04 ETA: 1:47:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_550.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_550.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (551 of 2020) |##### | Elapsed Time: 0:38:08 ETA: 1:34:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_551.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_551.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (552 of 2020) |##### | Elapsed Time: 0:38:12 ETA: 1:38:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_552.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_552.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (553 of 2020) |##### | Elapsed Time: 0:38:16 ETA: 1:41:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_553.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_553.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (554 of 2020) |##### | Elapsed Time: 0:38:20 ETA: 1:30:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_554.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_554.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (555 of 2020) |##### | Elapsed Time: 0:38:24 ETA: 1:42:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_555.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_555.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (556 of 2020) |##### | Elapsed Time: 0:38:28 ETA: 1:37:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_556.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_556.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (557 of 2020) |##### | Elapsed Time: 0:38:32 ETA: 1:31:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_557.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_557.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (558 of 2020) |##### | Elapsed Time: 0:38:36 ETA: 1:40:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_558.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_558.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (559 of 2020) |##### | Elapsed Time: 0:38:40 ETA: 1:31:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_559.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_559.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (560 of 2020) |##### | Elapsed Time: 0:38:44 ETA: 1:38:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_560.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_560.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (561 of 2020) |##### | Elapsed Time: 0:38:48 ETA: 1:46:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_561.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_561.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (562 of 2020) |##### | Elapsed Time: 0:38:52 ETA: 1:29:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_562.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_562.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (563 of 2020) |##### | Elapsed Time: 0:38:56 ETA: 1:41:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_563.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_563.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (564 of 2020) |##### | Elapsed Time: 0:39:00 ETA: 1:40:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_564.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_564.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (565 of 2020) |##### | Elapsed Time: 0:39:04 ETA: 1:29:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_565.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_565.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (566 of 2020) |##### | Elapsed Time: 0:39:08 ETA: 1:39:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_566.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_566.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (567 of 2020) |##### | Elapsed Time: 0:39:12 ETA: 1:29:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_567.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_567.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (568 of 2020) |##### | Elapsed Time: 0:39:16 ETA: 1:42:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_568.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_568.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (569 of 2020) |##### | Elapsed Time: 0:39:20 ETA: 1:36:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_569.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_569.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (570 of 2020) |##### | Elapsed Time: 0:39:24 ETA: 1:35:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_570.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_570.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (571 of 2020) |##### | Elapsed Time: 0:39:28 ETA: 1:38:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_571.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_571.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (572 of 2020) |##### | Elapsed Time: 0:39:32 ETA: 1:36:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_572.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_572.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (573 of 2020) |##### | Elapsed Time: 0:39:36 ETA: 1:33:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_573.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_573.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (574 of 2020) |##### | Elapsed Time: 0:39:40 ETA: 1:39:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_574.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_574.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (575 of 2020) |##### | Elapsed Time: 0:39:44 ETA: 1:27:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_575.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_575.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (576 of 2020) |##### | Elapsed Time: 0:39:48 ETA: 1:39:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_576.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_576.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (577 of 2020) |##### | Elapsed Time: 0:39:52 ETA: 1:34:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_577.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_577.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (578 of 2020) |###### | Elapsed Time: 0:39:55 ETA: 1:27:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_578.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_578.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (579 of 2020) |###### | Elapsed Time: 0:40:00 ETA: 1:41:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_579.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_579.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (580 of 2020) |###### | Elapsed Time: 0:40:04 ETA: 1:39:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_580.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_580.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (581 of 2020) |###### | Elapsed Time: 0:40:08 ETA: 1:29:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_581.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_581.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (582 of 2020) |###### | Elapsed Time: 0:40:12 ETA: 1:37:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_582.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_582.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (583 of 2020) |###### | Elapsed Time: 0:40:15 ETA: 1:29:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_583.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_583.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (584 of 2020) |###### | Elapsed Time: 0:40:20 ETA: 1:41:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_584.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_584.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (585 of 2020) |###### | Elapsed Time: 0:40:24 ETA: 1:39:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_585.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_585.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (586 of 2020) |###### | Elapsed Time: 0:40:28 ETA: 1:30:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_586.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_586.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (587 of 2020) |###### | Elapsed Time: 0:40:32 ETA: 1:39:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_587.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_587.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (588 of 2020) |###### | Elapsed Time: 0:40:36 ETA: 1:34:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_588.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_588.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (589 of 2020) |###### | Elapsed Time: 0:40:39 ETA: 1:27:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_589.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_589.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (590 of 2020) |###### | Elapsed Time: 0:40:43 ETA: 1:32:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_590.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_590.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (591 of 2020) |###### | Elapsed Time: 0:40:47 ETA: 1:25:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_591.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_591.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (592 of 2020) |###### | Elapsed Time: 0:40:51 ETA: 1:37:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_592.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_592.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (593 of 2020) |###### | Elapsed Time: 0:40:55 ETA: 1:39:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_593.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_593.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (594 of 2020) |###### | Elapsed Time: 0:40:59 ETA: 1:29:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_594.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_594.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (595 of 2020) |###### | Elapsed Time: 0:41:03 ETA: 1:37:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_595.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_595.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (596 of 2020) |###### | Elapsed Time: 0:41:07 ETA: 1:39:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_596.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_596.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (597 of 2020) |###### | Elapsed Time: 0:41:11 ETA: 1:29:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_597.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_597.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (598 of 2020) |###### | Elapsed Time: 0:41:15 ETA: 1:35:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_598.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_598.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (599 of 2020) |###### | Elapsed Time: 0:41:19 ETA: 1:27:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_599.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_599.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (600 of 2020) |###### | Elapsed Time: 0:41:23 ETA: 1:38:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_600.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_600.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (601 of 2020) |###### | Elapsed Time: 0:41:27 ETA: 1:34:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_601.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_601.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (602 of 2020) |###### | Elapsed Time: 0:41:31 ETA: 1:28:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_602.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_602.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (603 of 2020) |###### | Elapsed Time: 0:41:35 ETA: 1:36:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_603.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_603.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (604 of 2020) |###### | Elapsed Time: 0:41:39 ETA: 1:34:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_604.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_604.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (605 of 2020) |###### | Elapsed Time: 0:41:43 ETA: 1:30:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_605.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_605.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (606 of 2020) |###### | Elapsed Time: 0:41:47 ETA: 1:35:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_606.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_606.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (607 of 2020) |###### | Elapsed Time: 0:41:50 ETA: 1:30:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_607.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_607.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (608 of 2020) |###### | Elapsed Time: 0:41:55 ETA: 1:39:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_608.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_608.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (609 of 2020) |###### | Elapsed Time: 0:41:59 ETA: 1:37:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_609.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_609.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (610 of 2020) |###### | Elapsed Time: 0:42:02 ETA: 1:27:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_610.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_610.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (611 of 2020) |###### | Elapsed Time: 0:42:07 ETA: 1:35:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_611.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_611.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (612 of 2020) |###### | Elapsed Time: 0:42:11 ETA: 1:39:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_612.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_612.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (613 of 2020) |###### | Elapsed Time: 0:42:15 ETA: 1:32:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_613.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_613.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (614 of 2020) |###### | Elapsed Time: 0:42:19 ETA: 1:37:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_614.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_614.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (615 of 2020) |###### | Elapsed Time: 0:42:23 ETA: 1:29:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_615.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_615.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (616 of 2020) |###### | Elapsed Time: 0:42:27 ETA: 1:34:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_616.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_616.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (617 of 2020) |###### | Elapsed Time: 0:42:31 ETA: 1:36:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_617.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_617.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (618 of 2020) |###### | Elapsed Time: 0:42:35 ETA: 1:31:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_618.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_618.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (619 of 2020) |###### | Elapsed Time: 0:42:39 ETA: 1:37:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_619.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_619.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (620 of 2020) |###### | Elapsed Time: 0:42:43 ETA: 1:35:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_620.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_620.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (621 of 2020) |###### | Elapsed Time: 0:42:47 ETA: 1:24:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_621.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_621.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (622 of 2020) |###### | Elapsed Time: 0:42:51 ETA: 1:40:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_622.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_622.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (623 of 2020) |###### | Elapsed Time: 0:42:55 ETA: 1:25:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_623.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_623.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (624 of 2020) |###### | Elapsed Time: 0:42:59 ETA: 1:40:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_624.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_624.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (625 of 2020) |###### | Elapsed Time: 0:43:03 ETA: 1:33:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_625.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_625.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (626 of 2020) |###### | Elapsed Time: 0:43:07 ETA: 1:25:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_626.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_626.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (627 of 2020) |###### | Elapsed Time: 0:43:11 ETA: 1:34:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_627.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_627.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (628 of 2020) |###### | Elapsed Time: 0:43:15 ETA: 1:29:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_628.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_628.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (629 of 2020) |###### | Elapsed Time: 0:43:18 ETA: 1:25:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_629.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_629.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (630 of 2020) |###### | Elapsed Time: 0:43:22 ETA: 1:34:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_630.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_630.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (631 of 2020) |###### | Elapsed Time: 0:43:26 ETA: 1:24:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_631.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_631.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (632 of 2020) |###### | Elapsed Time: 0:43:30 ETA: 1:31:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_632.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_632.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (633 of 2020) |###### | Elapsed Time: 0:43:34 ETA: 1:34:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_633.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_633.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (634 of 2020) |###### | Elapsed Time: 0:43:38 ETA: 1:28:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_634.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_634.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (635 of 2020) |###### | Elapsed Time: 0:43:42 ETA: 1:35:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_635.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_635.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (636 of 2020) |###### | Elapsed Time: 0:43:46 ETA: 1:30:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_636.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_636.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (637 of 2020) |###### | Elapsed Time: 0:43:50 ETA: 1:29:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_637.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_637.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (638 of 2020) |###### | Elapsed Time: 0:43:54 ETA: 1:31:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_638.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_638.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (639 of 2020) |###### | Elapsed Time: 0:43:57 ETA: 1:25:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_639.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_639.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (640 of 2020) |###### | Elapsed Time: 0:44:02 ETA: 1:34:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_640.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_640.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (641 of 2020) |###### | Elapsed Time: 0:44:06 ETA: 1:31:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_641.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_641.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (642 of 2020) |###### | Elapsed Time: 0:44:09 ETA: 1:25:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_642.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_642.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (643 of 2020) |###### | Elapsed Time: 0:44:13 ETA: 1:34:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_643.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_643.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (644 of 2020) |###### | Elapsed Time: 0:44:18 ETA: 1:37:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_644.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_644.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (645 of 2020) |###### | Elapsed Time: 0:44:21 ETA: 1:24:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_645.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_645.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (646 of 2020) |###### | Elapsed Time: 0:44:25 ETA: 1:34:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_646.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_646.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (647 of 2020) |###### | Elapsed Time: 0:44:29 ETA: 1:21:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_647.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_647.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (648 of 2020) |###### | Elapsed Time: 0:44:33 ETA: 1:32:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_648.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_648.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (649 of 2020) |###### | Elapsed Time: 0:44:37 ETA: 1:30:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_649.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_649.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (650 of 2020) |###### | Elapsed Time: 0:44:41 ETA: 1:24:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_650.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_650.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (651 of 2020) |###### | Elapsed Time: 0:44:45 ETA: 1:36:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_651.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_651.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (652 of 2020) |###### | Elapsed Time: 0:44:49 ETA: 1:34:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_652.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_652.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (653 of 2020) |###### | Elapsed Time: 0:44:53 ETA: 1:25:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_653.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_653.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (654 of 2020) |###### | Elapsed Time: 0:44:57 ETA: 1:38:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_654.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_654.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (655 of 2020) |###### | Elapsed Time: 0:45:01 ETA: 1:30:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_655.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_655.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (656 of 2020) |###### | Elapsed Time: 0:45:05 ETA: 1:32:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_656.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_656.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (657 of 2020) |###### | Elapsed Time: 0:45:09 ETA: 1:30:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_657.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_657.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (658 of 2020) |###### | Elapsed Time: 0:45:13 ETA: 1:24:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_658.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_658.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (659 of 2020) |###### | Elapsed Time: 0:45:17 ETA: 1:29:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_659.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_659.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (660 of 2020) |###### | Elapsed Time: 0:45:21 ETA: 1:32:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_660.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_660.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (661 of 2020) |###### | Elapsed Time: 0:45:25 ETA: 1:27:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_661.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_661.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (662 of 2020) |###### | Elapsed Time: 0:45:29 ETA: 1:33:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_662.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_662.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (663 of 2020) |###### | Elapsed Time: 0:45:33 ETA: 1:24:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_663.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_663.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (664 of 2020) |###### | Elapsed Time: 0:45:37 ETA: 1:35:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_664.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_664.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (665 of 2020) |###### | Elapsed Time: 0:45:41 ETA: 1:31:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_665.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_665.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (666 of 2020) |###### | Elapsed Time: 0:45:45 ETA: 1:24:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_666.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_666.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (667 of 2020) |###### | Elapsed Time: 0:45:49 ETA: 1:37:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_667.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_667.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (668 of 2020) |###### | Elapsed Time: 0:45:53 ETA: 1:29:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_668.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_668.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (669 of 2020) |###### | Elapsed Time: 0:45:57 ETA: 1:21:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_669.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_669.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (670 of 2020) |###### | Elapsed Time: 0:46:01 ETA: 1:35:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_670.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_670.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (671 of 2020) |###### | Elapsed Time: 0:46:05 ETA: 1:23:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_671.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_671.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (672 of 2020) |###### | Elapsed Time: 0:46:09 ETA: 1:35:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_672.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_672.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (673 of 2020) |###### | Elapsed Time: 0:46:13 ETA: 1:37:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_673.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_673.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (674 of 2020) |####### | Elapsed Time: 0:46:17 ETA: 1:28:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_674.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_674.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (675 of 2020) |####### | Elapsed Time: 0:46:21 ETA: 1:33:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_675.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_675.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (676 of 2020) |####### | Elapsed Time: 0:46:25 ETA: 1:32:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_676.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_676.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (677 of 2020) |####### | Elapsed Time: 0:46:29 ETA: 1:22:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_677.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_677.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (678 of 2020) |####### | Elapsed Time: 0:46:33 ETA: 1:34:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_678.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_678.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (679 of 2020) |####### | Elapsed Time: 0:46:37 ETA: 1:24:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_679.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_679.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (680 of 2020) |####### | Elapsed Time: 0:46:41 ETA: 1:31:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_680.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_680.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (681 of 2020) |####### | Elapsed Time: 0:46:45 ETA: 1:27:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_681.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_681.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (682 of 2020) |####### | Elapsed Time: 0:46:49 ETA: 1:21:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_682.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_682.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (683 of 2020) |####### | Elapsed Time: 0:46:53 ETA: 1:30:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_683.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_683.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (684 of 2020) |####### | Elapsed Time: 0:46:57 ETA: 1:30:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_684.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_684.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (685 of 2020) |####### | Elapsed Time: 0:47:01 ETA: 1:23:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_685.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_685.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (686 of 2020) |####### | Elapsed Time: 0:47:05 ETA: 1:34:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_686.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_686.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (687 of 2020) |####### | Elapsed Time: 0:47:09 ETA: 1:23:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_687.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_687.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (688 of 2020) |####### | Elapsed Time: 0:47:13 ETA: 1:31:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_688.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_688.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (689 of 2020) |####### | Elapsed Time: 0:47:17 ETA: 1:26:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_689.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_689.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (690 of 2020) |####### | Elapsed Time: 0:47:20 ETA: 1:24:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_690.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_690.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (691 of 2020) |####### | Elapsed Time: 0:47:25 ETA: 1:31:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_691.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_691.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (692 of 2020) |####### | Elapsed Time: 0:47:29 ETA: 1:32:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_692.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_692.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (693 of 2020) |####### | Elapsed Time: 0:47:33 ETA: 1:23:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_693.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_693.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (694 of 2020) |####### | Elapsed Time: 0:47:37 ETA: 1:31:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_694.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_694.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (695 of 2020) |####### | Elapsed Time: 0:47:40 ETA: 1:21:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_695.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_695.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (696 of 2020) |####### | Elapsed Time: 0:47:45 ETA: 1:36:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_696.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_696.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (697 of 2020) |####### | Elapsed Time: 0:47:49 ETA: 1:30:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_697.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_697.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (698 of 2020) |####### | Elapsed Time: 0:47:53 ETA: 1:23:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_698.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_698.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (699 of 2020) |####### | Elapsed Time: 0:47:57 ETA: 1:29:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_699.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_699.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (700 of 2020) |####### | Elapsed Time: 0:48:01 ETA: 1:30:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_700.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_700.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (701 of 2020) |####### | Elapsed Time: 0:48:05 ETA: 1:22:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_701.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_701.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (702 of 2020) |####### | Elapsed Time: 0:48:09 ETA: 1:32:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_702.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_702.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (703 of 2020) |####### | Elapsed Time: 0:48:13 ETA: 1:22:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_703.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_703.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (704 of 2020) |####### | Elapsed Time: 0:48:17 ETA: 1:32:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_704.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_704.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (705 of 2020) |####### | Elapsed Time: 0:48:21 ETA: 1:31:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_705.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_705.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (706 of 2020) |####### | Elapsed Time: 0:48:25 ETA: 1:23:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_706.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_706.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (707 of 2020) |####### | Elapsed Time: 0:48:29 ETA: 1:31:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_707.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_707.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (708 of 2020) |####### | Elapsed Time: 0:48:33 ETA: 1:24:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_708.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_708.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (709 of 2020) |####### | Elapsed Time: 0:48:37 ETA: 1:22:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_709.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_709.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (710 of 2020) |####### | Elapsed Time: 0:48:41 ETA: 1:30:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_710.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_710.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (711 of 2020) |####### | Elapsed Time: 0:48:45 ETA: 1:21:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_711.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_711.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (712 of 2020) |####### | Elapsed Time: 0:48:49 ETA: 1:26:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_712.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_712.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (713 of 2020) |####### | Elapsed Time: 0:48:52 ETA: 1:24:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_713.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_713.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (714 of 2020) |####### | Elapsed Time: 0:48:56 ETA: 1:24:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_714.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_714.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (715 of 2020) |####### | Elapsed Time: 0:49:00 ETA: 1:28:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_715.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_715.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (716 of 2020) |####### | Elapsed Time: 0:49:04 ETA: 1:27:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_716.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_716.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (717 of 2020) |####### | Elapsed Time: 0:49:08 ETA: 1:24:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_717.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_717.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (718 of 2020) |####### | Elapsed Time: 0:49:12 ETA: 1:30:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_718.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_718.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (719 of 2020) |####### | Elapsed Time: 0:49:16 ETA: 1:18:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_719.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_719.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (720 of 2020) |####### | Elapsed Time: 0:49:20 ETA: 1:28:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_720.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_720.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (721 of 2020) |####### | Elapsed Time: 0:49:24 ETA: 1:24:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_721.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_721.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (722 of 2020) |####### | Elapsed Time: 0:49:28 ETA: 1:24:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_722.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_722.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (723 of 2020) |####### | Elapsed Time: 0:49:32 ETA: 1:29:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_723.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_723.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (724 of 2020) |####### | Elapsed Time: 0:49:36 ETA: 1:25:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_724.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_724.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (725 of 2020) |####### | Elapsed Time: 0:49:40 ETA: 1:20:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_725.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_725.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (726 of 2020) |####### | Elapsed Time: 0:49:44 ETA: 1:38:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_726.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_726.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (727 of 2020) |####### | Elapsed Time: 0:49:48 ETA: 1:17:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_727.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_727.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (728 of 2020) |####### | Elapsed Time: 0:49:52 ETA: 1:30:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_728.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_728.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (729 of 2020) |####### | Elapsed Time: 0:49:56 ETA: 1:26:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_729.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_729.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (730 of 2020) |####### | Elapsed Time: 0:50:00 ETA: 1:19:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_730.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_730.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (731 of 2020) |####### | Elapsed Time: 0:50:04 ETA: 1:31:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_731.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_731.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (732 of 2020) |####### | Elapsed Time: 0:50:08 ETA: 1:25:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_732.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_732.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (733 of 2020) |####### | Elapsed Time: 0:50:12 ETA: 1:19:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_733.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_733.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (734 of 2020) |####### | Elapsed Time: 0:50:16 ETA: 1:30:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_734.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_734.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (735 of 2020) |####### | Elapsed Time: 0:50:20 ETA: 1:20:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_735.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_735.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (736 of 2020) |####### | Elapsed Time: 0:50:24 ETA: 1:29:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_736.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_736.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (737 of 2020) |####### | Elapsed Time: 0:50:28 ETA: 1:23:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_737.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_737.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (738 of 2020) |####### | Elapsed Time: 0:50:32 ETA: 1:19:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_738.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_738.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (739 of 2020) |####### | Elapsed Time: 0:50:36 ETA: 1:27:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_739.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_739.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (740 of 2020) |####### | Elapsed Time: 0:50:40 ETA: 1:30:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_740.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_740.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (741 of 2020) |####### | Elapsed Time: 0:50:44 ETA: 1:24:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_741.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_741.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (742 of 2020) |####### | Elapsed Time: 0:50:48 ETA: 1:28:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_742.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_742.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (743 of 2020) |####### | Elapsed Time: 0:50:52 ETA: 1:28:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_743.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_743.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (744 of 2020) |####### | Elapsed Time: 0:50:56 ETA: 1:18:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_744.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_744.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (745 of 2020) |####### | Elapsed Time: 0:51:00 ETA: 1:27:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_745.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_745.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (746 of 2020) |####### | Elapsed Time: 0:51:04 ETA: 1:16:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_746.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_746.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (747 of 2020) |####### | Elapsed Time: 0:51:08 ETA: 1:29:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_747.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_747.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (748 of 2020) |####### | Elapsed Time: 0:51:12 ETA: 1:26:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_748.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_748.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (749 of 2020) |####### | Elapsed Time: 0:51:16 ETA: 1:17:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_749.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_749.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (750 of 2020) |####### | Elapsed Time: 0:51:20 ETA: 1:25:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_750.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_750.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (751 of 2020) |####### | Elapsed Time: 0:51:24 ETA: 1:28:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_751.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_751.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (752 of 2020) |####### | Elapsed Time: 0:51:28 ETA: 1:18:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_752.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_752.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (753 of 2020) |####### | Elapsed Time: 0:51:32 ETA: 1:26:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_753.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_753.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (754 of 2020) |####### | Elapsed Time: 0:51:36 ETA: 1:27:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_754.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_754.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (755 of 2020) |####### | Elapsed Time: 0:51:39 ETA: 1:17:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_755.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_755.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (756 of 2020) |####### | Elapsed Time: 0:51:44 ETA: 1:28:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_756.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_756.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (757 of 2020) |####### | Elapsed Time: 0:51:48 ETA: 1:26:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_757.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_757.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (758 of 2020) |####### | Elapsed Time: 0:51:51 ETA: 1:19:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_758.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_758.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (759 of 2020) |####### | Elapsed Time: 0:51:56 ETA: 1:25:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_759.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_759.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (760 of 2020) |####### | Elapsed Time: 0:52:00 ETA: 1:26:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_760.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_760.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (761 of 2020) |####### | Elapsed Time: 0:52:03 ETA: 1:16:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_761.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_761.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (762 of 2020) |####### | Elapsed Time: 0:52:07 ETA: 1:25:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_762.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_762.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (763 of 2020) |####### | Elapsed Time: 0:52:11 ETA: 1:25:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_763.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_763.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (764 of 2020) |####### | Elapsed Time: 0:52:15 ETA: 1:18:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_764.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_764.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (765 of 2020) |####### | Elapsed Time: 0:52:19 ETA: 1:25:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_765.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_765.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (766 of 2020) |####### | Elapsed Time: 0:52:23 ETA: 1:24:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_766.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_766.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (767 of 2020) |####### | Elapsed Time: 0:52:27 ETA: 1:15:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_767.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_767.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (768 of 2020) |####### | Elapsed Time: 0:52:31 ETA: 1:30:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_768.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_768.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (769 of 2020) |####### | Elapsed Time: 0:52:35 ETA: 1:26:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_769.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_769.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (770 of 2020) |######## | Elapsed Time: 0:52:39 ETA: 1:16:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_770.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_770.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (771 of 2020) |######## | Elapsed Time: 0:52:43 ETA: 1:26:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_771.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_771.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (772 of 2020) |######## | Elapsed Time: 0:52:47 ETA: 1:24:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_772.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_772.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (773 of 2020) |######## | Elapsed Time: 0:52:51 ETA: 1:24:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_773.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_773.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (774 of 2020) |######## | Elapsed Time: 0:52:56 ETA: 1:28:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_774.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_774.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (775 of 2020) |######## | Elapsed Time: 0:52:59 ETA: 1:17:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_775.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_775.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (776 of 2020) |######## | Elapsed Time: 0:53:04 ETA: 1:29:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_776.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_776.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (777 of 2020) |######## | Elapsed Time: 0:53:08 ETA: 1:25:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_777.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_777.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (778 of 2020) |######## | Elapsed Time: 0:53:12 ETA: 1:18:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_778.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_778.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (779 of 2020) |######## | Elapsed Time: 0:53:16 ETA: 1:25:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_779.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_779.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (780 of 2020) |######## | Elapsed Time: 0:53:20 ETA: 1:24:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_780.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_780.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (781 of 2020) |######## | Elapsed Time: 0:53:24 ETA: 1:19:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_781.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_781.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (782 of 2020) |######## | Elapsed Time: 0:53:28 ETA: 1:28:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_782.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_782.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (783 of 2020) |######## | Elapsed Time: 0:53:32 ETA: 1:18:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_783.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_783.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (784 of 2020) |######## | Elapsed Time: 0:53:36 ETA: 1:24:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_784.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_784.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (785 of 2020) |######## | Elapsed Time: 0:53:40 ETA: 1:24:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_785.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_785.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (786 of 2020) |######## | Elapsed Time: 0:53:44 ETA: 1:24:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_786.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_786.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (787 of 2020) |######## | Elapsed Time: 0:53:49 ETA: 1:31:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_787.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_787.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (788 of 2020) |######## | Elapsed Time: 0:53:53 ETA: 1:23:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_788.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_788.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (789 of 2020) |######## | Elapsed Time: 0:53:56 ETA: 1:17:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_789.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_789.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (790 of 2020) |######## | Elapsed Time: 0:54:01 ETA: 1:24:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_790.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_790.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (791 of 2020) |######## | Elapsed Time: 0:54:04 ETA: 1:17:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_791.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_791.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (792 of 2020) |######## | Elapsed Time: 0:54:08 ETA: 1:22:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_792.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_792.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (793 of 2020) |######## | Elapsed Time: 0:54:12 ETA: 1:23:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_793.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_793.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (794 of 2020) |######## | Elapsed Time: 0:54:16 ETA: 1:14:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_794.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_794.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (795 of 2020) |######## | Elapsed Time: 0:54:20 ETA: 1:25:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_795.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_795.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (796 of 2020) |######## | Elapsed Time: 0:54:24 ETA: 1:24:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_796.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_796.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (797 of 2020) |######## | Elapsed Time: 0:54:28 ETA: 1:17:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_797.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_797.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (798 of 2020) |######## | Elapsed Time: 0:54:32 ETA: 1:23:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_798.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_798.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (799 of 2020) |######## | Elapsed Time: 0:54:36 ETA: 1:18:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_799.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_799.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (800 of 2020) |######## | Elapsed Time: 0:54:40 ETA: 1:25:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_800.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_800.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (801 of 2020) |######## | Elapsed Time: 0:54:45 ETA: 1:21:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_801.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_801.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (802 of 2020) |######## | Elapsed Time: 0:54:48 ETA: 1:16:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_802.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_802.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (803 of 2020) |######## | Elapsed Time: 0:54:52 ETA: 1:23:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_803.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_803.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (804 of 2020) |######## | Elapsed Time: 0:54:56 ETA: 1:20:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_804.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_804.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (805 of 2020) |######## | Elapsed Time: 0:55:00 ETA: 1:14:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_805.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_805.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (806 of 2020) |######## | Elapsed Time: 0:55:04 ETA: 1:24:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_806.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_806.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (807 of 2020) |######## | Elapsed Time: 0:55:08 ETA: 1:14:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_807.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_807.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (808 of 2020) |######## | Elapsed Time: 0:55:12 ETA: 1:19:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_808.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_808.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (809 of 2020) |######## | Elapsed Time: 0:55:16 ETA: 1:22:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_809.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_809.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (810 of 2020) |######## | Elapsed Time: 0:55:20 ETA: 1:16:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_810.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_810.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (811 of 2020) |######## | Elapsed Time: 0:55:24 ETA: 1:23:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_811.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_811.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (812 of 2020) |######## | Elapsed Time: 0:55:28 ETA: 1:23:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_812.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_812.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (813 of 2020) |######## | Elapsed Time: 0:55:32 ETA: 1:17:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_813.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_813.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (814 of 2020) |######## | Elapsed Time: 0:55:36 ETA: 1:20:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_814.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_814.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (815 of 2020) |######## | Elapsed Time: 0:55:40 ETA: 1:24:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_815.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_815.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (816 of 2020) |######## | Elapsed Time: 0:55:44 ETA: 1:23:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_816.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_816.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (817 of 2020) |######## | Elapsed Time: 0:55:48 ETA: 1:23:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_817.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_817.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (818 of 2020) |######## | Elapsed Time: 0:55:52 ETA: 1:13:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_818.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_818.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (819 of 2020) |######## | Elapsed Time: 0:55:56 ETA: 1:22:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_819.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_819.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (820 of 2020) |######## | Elapsed Time: 0:56:00 ETA: 1:22:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_820.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_820.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (821 of 2020) |######## | Elapsed Time: 0:56:04 ETA: 1:16:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_821.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_821.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (822 of 2020) |######## | Elapsed Time: 0:56:08 ETA: 1:24:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_822.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_822.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (823 of 2020) |######## | Elapsed Time: 0:56:12 ETA: 1:14:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_823.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_823.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (824 of 2020) |######## | Elapsed Time: 0:56:16 ETA: 1:21:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_824.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_824.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (825 of 2020) |######## | Elapsed Time: 0:56:20 ETA: 1:24:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_825.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_825.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (826 of 2020) |######## | Elapsed Time: 0:56:24 ETA: 1:14:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_826.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_826.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (827 of 2020) |######## | Elapsed Time: 0:56:28 ETA: 1:22:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_827.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_827.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (828 of 2020) |######## | Elapsed Time: 0:56:32 ETA: 1:22:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_828.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_828.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (829 of 2020) |######## | Elapsed Time: 0:56:36 ETA: 1:16:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_829.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_829.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (830 of 2020) |######## | Elapsed Time: 0:56:40 ETA: 1:21:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_830.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_830.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (831 of 2020) |######## | Elapsed Time: 0:56:44 ETA: 1:15:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_831.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_831.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (832 of 2020) |######## | Elapsed Time: 0:56:48 ETA: 1:21:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_832.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_832.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (833 of 2020) |######## | Elapsed Time: 0:56:52 ETA: 1:20:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_833.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_833.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (834 of 2020) |######## | Elapsed Time: 0:56:56 ETA: 1:16:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_834.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_834.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (835 of 2020) |######## | Elapsed Time: 0:57:01 ETA: 1:28:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_835.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_835.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (836 of 2020) |######## | Elapsed Time: 0:57:05 ETA: 1:23:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_836.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_836.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (837 of 2020) |######## | Elapsed Time: 0:57:09 ETA: 1:14:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_837.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_837.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (838 of 2020) |######## | Elapsed Time: 0:57:13 ETA: 1:23:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_838.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_838.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (839 of 2020) |######## | Elapsed Time: 0:57:17 ETA: 1:14:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_839.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_839.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (840 of 2020) |######## | Elapsed Time: 0:57:21 ETA: 1:20:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_840.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_840.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (841 of 2020) |######## | Elapsed Time: 0:57:25 ETA: 1:15:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_841.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_841.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (842 of 2020) |######## | Elapsed Time: 0:57:28 ETA: 1:13:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_842.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_842.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (843 of 2020) |######## | Elapsed Time: 0:57:33 ETA: 1:22:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_843.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_843.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (844 of 2020) |######## | Elapsed Time: 0:57:37 ETA: 1:18:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_844.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_844.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (845 of 2020) |######## | Elapsed Time: 0:57:41 ETA: 1:21:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_845.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_845.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (846 of 2020) |######## | Elapsed Time: 0:57:45 ETA: 1:17:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_846.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_846.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (847 of 2020) |######## | Elapsed Time: 0:57:49 ETA: 1:13:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_847.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_847.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (848 of 2020) |######## | Elapsed Time: 0:57:53 ETA: 1:23:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_848.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_848.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (849 of 2020) |######## | Elapsed Time: 0:57:57 ETA: 1:18:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_849.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_849.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (850 of 2020) |######## | Elapsed Time: 0:58:00 ETA: 1:09:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_850.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_850.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (851 of 2020) |######## | Elapsed Time: 0:58:05 ETA: 1:20:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_851.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_851.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (852 of 2020) |######## | Elapsed Time: 0:58:09 ETA: 1:20:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_852.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_852.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (853 of 2020) |######## | Elapsed Time: 0:58:12 ETA: 1:13:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_853.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_853.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (854 of 2020) |######## | Elapsed Time: 0:58:17 ETA: 1:24:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_854.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_854.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (855 of 2020) |######## | Elapsed Time: 0:58:21 ETA: 1:15:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_855.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_855.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (856 of 2020) |######## | Elapsed Time: 0:58:25 ETA: 1:19:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_856.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_856.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (857 of 2020) |######## | Elapsed Time: 0:58:29 ETA: 1:21:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_857.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_857.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (858 of 2020) |######## | Elapsed Time: 0:58:33 ETA: 1:15:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_858.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_858.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (859 of 2020) |######## | Elapsed Time: 0:58:37 ETA: 1:19:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_859.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_859.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (860 of 2020) |######## | Elapsed Time: 0:58:42 ETA: 1:26:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_860.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_860.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (861 of 2020) |######## | Elapsed Time: 0:58:45 ETA: 1:11:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_861.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_861.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (862 of 2020) |######## | Elapsed Time: 0:58:49 ETA: 1:19:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_862.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_862.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (863 of 2020) |######## | Elapsed Time: 0:58:53 ETA: 1:14:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_863.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_863.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (864 of 2020) |######## | Elapsed Time: 0:58:57 ETA: 1:19:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_864.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_864.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (865 of 2020) |######## | Elapsed Time: 0:59:01 ETA: 1:18:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_865.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_865.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (866 of 2020) |######### | Elapsed Time: 0:59:05 ETA: 1:11:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_866.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_866.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (867 of 2020) |######### | Elapsed Time: 0:59:09 ETA: 1:20:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_867.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_867.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (868 of 2020) |######### | Elapsed Time: 0:59:13 ETA: 1:17:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_868.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_868.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (869 of 2020) |######### | Elapsed Time: 0:59:17 ETA: 1:12:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_869.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_869.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (870 of 2020) |######### | Elapsed Time: 0:59:21 ETA: 1:23:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_870.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_870.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (871 of 2020) |######### | Elapsed Time: 0:59:25 ETA: 1:10:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_871.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_871.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (872 of 2020) |######### | Elapsed Time: 0:59:29 ETA: 1:19:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_872.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_872.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (873 of 2020) |######### | Elapsed Time: 0:59:34 ETA: 1:19:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_873.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_873.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (874 of 2020) |######### | Elapsed Time: 0:59:37 ETA: 1:13:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_874.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_874.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (875 of 2020) |######### | Elapsed Time: 0:59:42 ETA: 1:21:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_875.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_875.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (876 of 2020) |######### | Elapsed Time: 0:59:46 ETA: 1:16:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_876.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_876.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (877 of 2020) |######### | Elapsed Time: 0:59:49 ETA: 1:11:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_877.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_877.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (878 of 2020) |######### | Elapsed Time: 0:59:54 ETA: 1:19:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_878.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_878.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (879 of 2020) |######### | Elapsed Time: 0:59:57 ETA: 1:11:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_879.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_879.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (880 of 2020) |######### | Elapsed Time: 1:00:01 ETA: 1:16:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_880.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_880.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (881 of 2020) |######### | Elapsed Time: 1:00:05 ETA: 1:15:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_881.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_881.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (882 of 2020) |######### | Elapsed Time: 1:00:10 ETA: 1:23:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_882.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_882.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (883 of 2020) |######### | Elapsed Time: 1:00:14 ETA: 1:18:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_883.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_883.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (884 of 2020) |######### | Elapsed Time: 1:00:18 ETA: 1:17:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_884.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_884.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (885 of 2020) |######### | Elapsed Time: 1:00:22 ETA: 1:09:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_885.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_885.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (886 of 2020) |######### | Elapsed Time: 1:00:26 ETA: 1:20:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_886.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_886.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (887 of 2020) |######### | Elapsed Time: 1:00:30 ETA: 1:11:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_887.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_887.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (888 of 2020) |######### | Elapsed Time: 1:00:34 ETA: 1:18:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_888.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_888.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (889 of 2020) |######### | Elapsed Time: 1:00:38 ETA: 1:17:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_889.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_889.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (890 of 2020) |######### | Elapsed Time: 1:00:42 ETA: 1:13:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_890.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_890.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (891 of 2020) |######### | Elapsed Time: 1:00:46 ETA: 1:19:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_891.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_891.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (892 of 2020) |######### | Elapsed Time: 1:00:50 ETA: 1:15:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_892.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_892.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (893 of 2020) |######### | Elapsed Time: 1:00:54 ETA: 1:10:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_893.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_893.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (894 of 2020) |######### | Elapsed Time: 1:00:58 ETA: 1:17:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_894.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_894.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (895 of 2020) |######### | Elapsed Time: 1:01:02 ETA: 1:09:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_895.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_895.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (896 of 2020) |######### | Elapsed Time: 1:01:06 ETA: 1:20:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_896.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_896.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (897 of 2020) |######### | Elapsed Time: 1:01:10 ETA: 1:13:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_897.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_897.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (898 of 2020) |######### | Elapsed Time: 1:01:14 ETA: 1:09:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_898.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_898.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (899 of 2020) |######### | Elapsed Time: 1:01:18 ETA: 1:19:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_899.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_899.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (900 of 2020) |######### | Elapsed Time: 1:01:22 ETA: 1:21:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_900.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_900.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (901 of 2020) |######### | Elapsed Time: 1:01:26 ETA: 1:10:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_901.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_901.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (902 of 2020) |######### | Elapsed Time: 1:01:30 ETA: 1:18:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_902.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_902.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (903 of 2020) |######### | Elapsed Time: 1:01:34 ETA: 1:12:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_903.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_903.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (904 of 2020) |######### | Elapsed Time: 1:01:38 ETA: 1:19:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_904.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_904.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (905 of 2020) |######### | Elapsed Time: 1:01:42 ETA: 1:12:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_905.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_905.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (906 of 2020) |######### | Elapsed Time: 1:01:46 ETA: 1:10:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_906.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_906.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (907 of 2020) |######### | Elapsed Time: 1:01:50 ETA: 1:16:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_907.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_907.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (908 of 2020) |######### | Elapsed Time: 1:01:54 ETA: 1:15:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_908.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_908.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (909 of 2020) |######### | Elapsed Time: 1:01:58 ETA: 1:11:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_909.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_909.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (910 of 2020) |######### | Elapsed Time: 1:02:02 ETA: 1:20:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_910.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_910.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (911 of 2020) |######### | Elapsed Time: 1:02:06 ETA: 1:08:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_911.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_911.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (912 of 2020) |######### | Elapsed Time: 1:02:11 ETA: 1:20:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_912.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_912.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (913 of 2020) |######### | Elapsed Time: 1:02:14 ETA: 1:11:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_913.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_913.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (914 of 2020) |######### | Elapsed Time: 1:02:18 ETA: 1:09:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_914.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_914.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (915 of 2020) |######### | Elapsed Time: 1:02:22 ETA: 1:15:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_915.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_915.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (916 of 2020) |######### | Elapsed Time: 1:02:26 ETA: 1:16:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_916.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_916.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (917 of 2020) |######### | Elapsed Time: 1:02:30 ETA: 1:06:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_917.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_917.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (918 of 2020) |######### | Elapsed Time: 1:02:34 ETA: 1:18:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_918.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_918.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (919 of 2020) |######### | Elapsed Time: 1:02:38 ETA: 1:06:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_919.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_919.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (920 of 2020) |######### | Elapsed Time: 1:02:42 ETA: 1:13:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_920.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_920.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (921 of 2020) |######### | Elapsed Time: 1:02:46 ETA: 1:12:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_921.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_921.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (922 of 2020) |######### | Elapsed Time: 1:02:49 ETA: 1:03:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_922.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_922.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (923 of 2020) |######### | Elapsed Time: 1:02:54 ETA: 1:16:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_923.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_923.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (924 of 2020) |######### | Elapsed Time: 1:02:58 ETA: 1:13:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_924.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_924.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (925 of 2020) |######### | Elapsed Time: 1:03:01 ETA: 1:08:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_925.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_925.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (926 of 2020) |######### | Elapsed Time: 1:03:06 ETA: 1:18:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_926.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_926.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (927 of 2020) |######### | Elapsed Time: 1:03:09 ETA: 1:08:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_927.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_927.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (928 of 2020) |######### | Elapsed Time: 1:03:14 ETA: 1:14:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_928.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_928.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (929 of 2020) |######### | Elapsed Time: 1:03:18 ETA: 1:13:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_929.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_929.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (930 of 2020) |######### | Elapsed Time: 1:03:21 ETA: 1:08:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_930.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_930.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (931 of 2020) |######### | Elapsed Time: 1:03:25 ETA: 1:14:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_931.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_931.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (932 of 2020) |######### | Elapsed Time: 1:03:30 ETA: 1:16:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_932.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_932.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (933 of 2020) |######### | Elapsed Time: 1:03:34 ETA: 1:12:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_933.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_933.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (934 of 2020) |######### | Elapsed Time: 1:03:38 ETA: 1:10:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_934.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_934.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (935 of 2020) |######### | Elapsed Time: 1:03:42 ETA: 1:15:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_935.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_935.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (936 of 2020) |######### | Elapsed Time: 1:03:46 ETA: 1:12:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_936.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_936.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (937 of 2020) |######### | Elapsed Time: 1:03:50 ETA: 1:15:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_937.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_937.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (938 of 2020) |######### | Elapsed Time: 1:03:54 ETA: 1:10:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_938.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_938.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (939 of 2020) |######### | Elapsed Time: 1:03:58 ETA: 1:14:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_939.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_939.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (940 of 2020) |######### | Elapsed Time: 1:04:02 ETA: 1:15:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_940.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_940.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (941 of 2020) |######### | Elapsed Time: 1:04:06 ETA: 1:09:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_941.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_941.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (942 of 2020) |######### | Elapsed Time: 1:04:10 ETA: 1:12:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_942.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_942.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (943 of 2020) |######### | Elapsed Time: 1:04:14 ETA: 1:13:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_943.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_943.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (944 of 2020) |######### | Elapsed Time: 1:04:18 ETA: 1:14:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_944.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_944.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (945 of 2020) |######### | Elapsed Time: 1:04:22 ETA: 1:12:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_945.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_945.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (946 of 2020) |######### | Elapsed Time: 1:04:26 ETA: 1:13:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_946.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_946.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (947 of 2020) |######### | Elapsed Time: 1:04:30 ETA: 1:12:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_947.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_947.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (948 of 2020) |######### | Elapsed Time: 1:04:35 ETA: 1:14:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_948.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_948.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (949 of 2020) |######### | Elapsed Time: 1:04:38 ETA: 1:06:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_949.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_949.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (950 of 2020) |######### | Elapsed Time: 1:04:43 ETA: 1:15:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_950.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_950.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (951 of 2020) |######### | Elapsed Time: 1:04:46 ETA: 1:07:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_951.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_951.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (952 of 2020) |######### | Elapsed Time: 1:04:51 ETA: 1:14:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_952.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_952.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (953 of 2020) |######### | Elapsed Time: 1:04:55 ETA: 1:11:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_953.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_953.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (954 of 2020) |######### | Elapsed Time: 1:04:58 ETA: 1:03:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_954.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_954.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (955 of 2020) |######### | Elapsed Time: 1:05:02 ETA: 1:12:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_955.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_955.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (956 of 2020) |######### | Elapsed Time: 1:05:06 ETA: 1:10:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_956.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_956.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (957 of 2020) |######### | Elapsed Time: 1:05:10 ETA: 1:07:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_957.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_957.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (958 of 2020) |######### | Elapsed Time: 1:05:14 ETA: 1:12:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_958.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_958.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (959 of 2020) |######### | Elapsed Time: 1:05:18 ETA: 1:05:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_959.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_959.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (960 of 2020) |######### | Elapsed Time: 1:05:22 ETA: 1:13:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_960.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_960.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (961 of 2020) |######### | Elapsed Time: 1:05:26 ETA: 1:10:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_961.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_961.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (962 of 2020) |########## | Elapsed Time: 1:05:30 ETA: 1:05:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_962.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_962.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (963 of 2020) |########## | Elapsed Time: 1:05:34 ETA: 1:09:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_963.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_963.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (964 of 2020) |########## | Elapsed Time: 1:05:38 ETA: 1:14:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_964.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_964.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (965 of 2020) |########## | Elapsed Time: 1:05:42 ETA: 1:02:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_965.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_965.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (966 of 2020) |########## | Elapsed Time: 1:05:46 ETA: 1:12:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_966.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_966.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (967 of 2020) |########## | Elapsed Time: 1:05:50 ETA: 1:13:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_967.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_967.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (968 of 2020) |########## | Elapsed Time: 1:05:54 ETA: 1:04:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_968.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_968.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (969 of 2020) |########## | Elapsed Time: 1:05:58 ETA: 1:11:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_969.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_969.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (970 of 2020) |########## | Elapsed Time: 1:06:02 ETA: 1:09:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_970.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_970.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (971 of 2020) |########## | Elapsed Time: 1:06:05 ETA: 1:02:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_971.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_971.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (972 of 2020) |########## | Elapsed Time: 1:06:09 ETA: 1:12:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_972.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_972.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (973 of 2020) |########## | Elapsed Time: 1:06:14 ETA: 1:11:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_973.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_973.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (974 of 2020) |########## | Elapsed Time: 1:06:17 ETA: 1:06:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_974.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_974.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (975 of 2020) |########## | Elapsed Time: 1:06:21 ETA: 1:09:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_975.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_975.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (976 of 2020) |########## | Elapsed Time: 1:06:25 ETA: 1:07:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_976.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_976.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (977 of 2020) |########## | Elapsed Time: 1:06:29 ETA: 1:02:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_977.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_977.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (978 of 2020) |########## | Elapsed Time: 1:06:33 ETA: 1:12:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_978.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_978.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (979 of 2020) |########## | Elapsed Time: 1:06:37 ETA: 1:10:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_979.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_979.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (980 of 2020) |########## | Elapsed Time: 1:06:41 ETA: 1:06:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_980.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_980.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (981 of 2020) |########## | Elapsed Time: 1:06:45 ETA: 1:11:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_981.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_981.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (982 of 2020) |########## | Elapsed Time: 1:06:49 ETA: 1:08:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_982.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_982.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (983 of 2020) |########## | Elapsed Time: 1:06:53 ETA: 1:08:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_983.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_983.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (984 of 2020) |########## | Elapsed Time: 1:06:57 ETA: 1:12:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_984.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_984.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (985 of 2020) |########## | Elapsed Time: 1:07:01 ETA: 1:07:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_985.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_985.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (986 of 2020) |########## | Elapsed Time: 1:07:05 ETA: 1:03:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_986.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_986.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (987 of 2020) |########## | Elapsed Time: 1:07:09 ETA: 1:08:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_987.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_987.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (988 of 2020) |########## | Elapsed Time: 1:07:13 ETA: 1:08:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_988.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_988.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (989 of 2020) |########## | Elapsed Time: 1:07:17 ETA: 1:05:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_989.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_989.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (990 of 2020) |########## | Elapsed Time: 1:07:21 ETA: 1:10:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_990.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_990.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (991 of 2020) |########## | Elapsed Time: 1:07:25 ETA: 1:07:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_991.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_991.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (992 of 2020) |########## | Elapsed Time: 1:07:28 ETA: 1:03:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_992.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_992.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (993 of 2020) |########## | Elapsed Time: 1:07:33 ETA: 1:12:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_993.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_993.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (994 of 2020) |########## | Elapsed Time: 1:07:36 ETA: 1:03:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_994.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_994.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (995 of 2020) |########## | Elapsed Time: 1:07:40 ETA: 1:11:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_995.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_995.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (996 of 2020) |########## | Elapsed Time: 1:07:44 ETA: 1:07:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_996.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_996.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (997 of 2020) |########## | Elapsed Time: 1:07:48 ETA: 1:06:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_997.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_997.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (998 of 2020) |########## | Elapsed Time: 1:07:53 ETA: 1:12:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_998.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_998.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (999 of 2020) |########## | Elapsed Time: 1:07:57 ETA: 1:09:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_999.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_999.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:43 ETA: 00:00:00
Total test loss: 3.1683757660388947 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1000.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1000.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1001 of 2020) |###### | Elapsed Time: 1:09:48 ETA: 1 day, 6:25:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1001.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1001.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1002 of 2020) |######### | Elapsed Time: 1:09:53 ETA: 1:17:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1002.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1002.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1003 of 2020) |######### | Elapsed Time: 1:09:57 ETA: 1:09:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1003.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1003.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1004 of 2020) |######### | Elapsed Time: 1:10:00 ETA: 1:02:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1004.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1004.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1005 of 2020) |######### | Elapsed Time: 1:10:04 ETA: 1:09:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1005.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1005.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1006 of 2020) |######### | Elapsed Time: 1:10:09 ETA: 1:11:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1006.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1006.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1007 of 2020) |######### | Elapsed Time: 1:10:12 ETA: 1:00:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1007.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1007.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1008 of 2020) |######### | Elapsed Time: 1:10:16 ETA: 1:07:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1008.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1008.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1009 of 2020) |######### | Elapsed Time: 1:10:20 ETA: 1:04:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1009.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1009.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1010 of 2020) |########## | Elapsed Time: 1:10:24 ETA: 1:12:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1010.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1010.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1011 of 2020) |########## | Elapsed Time: 1:10:28 ETA: 1:09:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1011.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1011.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1012 of 2020) |########## | Elapsed Time: 1:10:32 ETA: 1:03:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1012.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1012.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1013 of 2020) |########## | Elapsed Time: 1:10:36 ETA: 1:09:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1013.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1013.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1014 of 2020) |########## | Elapsed Time: 1:10:40 ETA: 1:07:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1014.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1014.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1015 of 2020) |########## | Elapsed Time: 1:10:44 ETA: 1:02:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1015.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1015.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1016 of 2020) |########## | Elapsed Time: 1:10:48 ETA: 1:09:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1016.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1016.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1017 of 2020) |########## | Elapsed Time: 1:10:52 ETA: 1:06:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1017.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1017.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1018 of 2020) |########## | Elapsed Time: 1:10:56 ETA: 1:04:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1018.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1018.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1019 of 2020) |########## | Elapsed Time: 1:11:00 ETA: 1:12:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1019.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1019.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1020 of 2020) |########## | Elapsed Time: 1:11:04 ETA: 1:05:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1020.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1020.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1021 of 2020) |########## | Elapsed Time: 1:11:08 ETA: 1:02:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1021.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1021.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1022 of 2020) |########## | Elapsed Time: 1:11:12 ETA: 1:09:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1022.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1022.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1023 of 2020) |########## | Elapsed Time: 1:11:17 ETA: 1:10:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1023.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1023.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1024 of 2020) |########## | Elapsed Time: 1:11:20 ETA: 1:01:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1024.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1024.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1025 of 2020) |########## | Elapsed Time: 1:11:24 ETA: 1:06:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1025.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1025.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1026 of 2020) |########## | Elapsed Time: 1:11:28 ETA: 1:07:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1026.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1026.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1027 of 2020) |########## | Elapsed Time: 1:11:32 ETA: 1:02:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1027.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1027.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1028 of 2020) |########## | Elapsed Time: 1:11:36 ETA: 1:05:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1028.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1028.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1029 of 2020) |########## | Elapsed Time: 1:11:40 ETA: 1:07:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1029.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1029.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1030 of 2020) |########## | Elapsed Time: 1:11:44 ETA: 1:09:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1030.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1030.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1031 of 2020) |########## | Elapsed Time: 1:11:48 ETA: 1:07:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1031.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1031.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1032 of 2020) |########## | Elapsed Time: 1:11:53 ETA: 1:07:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1032.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1032.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1033 of 2020) |########## | Elapsed Time: 1:11:56 ETA: 1:01:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1033.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1033.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1034 of 2020) |########## | Elapsed Time: 1:12:01 ETA: 1:10:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1034.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1034.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1035 of 2020) |########## | Elapsed Time: 1:12:05 ETA: 1:06:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1035.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1035.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1036 of 2020) |########## | Elapsed Time: 1:12:08 ETA: 0:59:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1036.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1036.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1037 of 2020) |########## | Elapsed Time: 1:12:12 ETA: 1:04:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1037.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1037.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1038 of 2020) |########## | Elapsed Time: 1:12:16 ETA: 1:07:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1038.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1038.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1039 of 2020) |########## | Elapsed Time: 1:12:20 ETA: 1:03:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1039.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1039.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1040 of 2020) |########## | Elapsed Time: 1:12:24 ETA: 1:04:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1040.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1040.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1041 of 2020) |########## | Elapsed Time: 1:12:28 ETA: 1:05:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1041.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1041.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1042 of 2020) |########## | Elapsed Time: 1:12:32 ETA: 0:59:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1042.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1042.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1043 of 2020) |########## | Elapsed Time: 1:12:36 ETA: 1:12:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1043.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1043.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1044 of 2020) |########## | Elapsed Time: 1:12:40 ETA: 1:04:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1044.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1044.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1045 of 2020) |########## | Elapsed Time: 1:12:44 ETA: 0:58:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1045.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1045.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1046 of 2020) |########## | Elapsed Time: 1:12:48 ETA: 1:08:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1046.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1046.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1047 of 2020) |########## | Elapsed Time: 1:12:52 ETA: 1:04:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1047.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1047.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1048 of 2020) |########## | Elapsed Time: 1:12:56 ETA: 1:00:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1048.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1048.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1049 of 2020) |########## | Elapsed Time: 1:13:00 ETA: 1:06:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1049.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1049.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1050 of 2020) |########## | Elapsed Time: 1:13:04 ETA: 1:03:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1050.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1050.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1051 of 2020) |########## | Elapsed Time: 1:13:08 ETA: 1:03:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1051.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1051.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1052 of 2020) |########## | Elapsed Time: 1:13:12 ETA: 1:11:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1052.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1052.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1053 of 2020) |########## | Elapsed Time: 1:13:16 ETA: 1:01:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1053.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1053.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1054 of 2020) |########## | Elapsed Time: 1:13:20 ETA: 1:07:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1054.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1054.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1055 of 2020) |########## | Elapsed Time: 1:13:25 ETA: 1:08:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1055.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1055.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1056 of 2020) |########## | Elapsed Time: 1:13:28 ETA: 1:01:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1056.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1056.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1057 of 2020) |########## | Elapsed Time: 1:13:33 ETA: 1:07:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1057.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1057.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1058 of 2020) |########## | Elapsed Time: 1:13:37 ETA: 1:06:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1058.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1058.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1059 of 2020) |########## | Elapsed Time: 1:13:40 ETA: 0:59:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1059.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1059.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1060 of 2020) |########## | Elapsed Time: 1:13:44 ETA: 1:05:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1060.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1060.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1061 of 2020) |########## | Elapsed Time: 1:13:48 ETA: 1:03:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1061.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1061.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1062 of 2020) |########## | Elapsed Time: 1:13:52 ETA: 1:00:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1062.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1062.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1063 of 2020) |########## | Elapsed Time: 1:13:56 ETA: 1:05:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1063.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1063.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1064 of 2020) |########## | Elapsed Time: 1:14:01 ETA: 1:05:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1064.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1064.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1065 of 2020) |########## | Elapsed Time: 1:14:04 ETA: 0:59:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1065.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1065.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1066 of 2020) |########## | Elapsed Time: 1:14:09 ETA: 1:09:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1066.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1066.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1067 of 2020) |########## | Elapsed Time: 1:14:13 ETA: 1:05:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1067.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1067.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1068 of 2020) |########## | Elapsed Time: 1:14:17 ETA: 1:01:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1068.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1068.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1069 of 2020) |########## | Elapsed Time: 1:14:20 ETA: 1:02:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1069.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1069.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1070 of 2020) |########## | Elapsed Time: 1:14:25 ETA: 1:04:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1070.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1070.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1071 of 2020) |########## | Elapsed Time: 1:14:28 ETA: 1:01:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1071.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1071.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1072 of 2020) |########## | Elapsed Time: 1:14:33 ETA: 1:06:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1072.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1072.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1073 of 2020) |########## | Elapsed Time: 1:14:37 ETA: 1:06:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1073.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1073.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1074 of 2020) |########## | Elapsed Time: 1:14:41 ETA: 1:01:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1074.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1074.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1075 of 2020) |########## | Elapsed Time: 1:14:45 ETA: 1:06:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1075.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1075.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1076 of 2020) |########## | Elapsed Time: 1:14:49 ETA: 1:02:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1076.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1076.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1077 of 2020) |########## | Elapsed Time: 1:14:53 ETA: 0:59:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1077.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1077.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1078 of 2020) |########## | Elapsed Time: 1:14:57 ETA: 1:09:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1078.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1078.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1079 of 2020) |########## | Elapsed Time: 1:15:01 ETA: 1:06:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1079.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1079.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1080 of 2020) |########## | Elapsed Time: 1:15:05 ETA: 1:00:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1080.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1080.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1081 of 2020) |########## | Elapsed Time: 1:15:09 ETA: 1:05:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1081.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1081.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1082 of 2020) |########## | Elapsed Time: 1:15:14 ETA: 1:04:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1082.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1082.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1083 of 2020) |########## | Elapsed Time: 1:15:18 ETA: 1:02:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1083.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1083.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1084 of 2020) |########## | Elapsed Time: 1:15:22 ETA: 1:06:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1084.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1084.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1085 of 2020) |########## | Elapsed Time: 1:15:26 ETA: 1:01:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1085.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1085.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1086 of 2020) |########## | Elapsed Time: 1:15:30 ETA: 0:58:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1086.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1086.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1087 of 2020) |########## | Elapsed Time: 1:15:34 ETA: 1:08:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1087.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1087.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1088 of 2020) |########## | Elapsed Time: 1:15:38 ETA: 1:02:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1088.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1088.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1089 of 2020) |########## | Elapsed Time: 1:15:42 ETA: 0:59:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1089.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1089.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1090 of 2020) |########## | Elapsed Time: 1:15:46 ETA: 1:04:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1090.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1090.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1091 of 2020) |########## | Elapsed Time: 1:15:50 ETA: 0:59:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1091.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1091.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1092 of 2020) |########## | Elapsed Time: 1:15:54 ETA: 1:03:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1092.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1092.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1093 of 2020) |########## | Elapsed Time: 1:15:58 ETA: 1:00:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1093.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1093.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1094 of 2020) |########## | Elapsed Time: 1:16:01 ETA: 0:55:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1094.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1094.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1095 of 2020) |########## | Elapsed Time: 1:16:06 ETA: 1:04:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1095.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1095.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1096 of 2020) |########## | Elapsed Time: 1:16:10 ETA: 1:02:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1096.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1096.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1097 of 2020) |########## | Elapsed Time: 1:16:13 ETA: 0:56:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1097.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1097.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1098 of 2020) |########## | Elapsed Time: 1:16:18 ETA: 1:03:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1098.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1098.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1099 of 2020) |########## | Elapsed Time: 1:16:22 ETA: 1:05:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1099.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1099.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1100 of 2020) |########## | Elapsed Time: 1:16:26 ETA: 1:00:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1100.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1100.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1101 of 2020) |########## | Elapsed Time: 1:16:30 ETA: 1:05:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1101.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1101.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1102 of 2020) |########## | Elapsed Time: 1:16:34 ETA: 1:00:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1102.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1102.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1103 of 2020) |########## | Elapsed Time: 1:16:38 ETA: 0:57:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1103.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1103.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1104 of 2020) |########## | Elapsed Time: 1:16:42 ETA: 1:05:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1104.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1104.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1105 of 2020) |########## | Elapsed Time: 1:16:46 ETA: 1:02:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1105.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1105.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1106 of 2020) |########## | Elapsed Time: 1:16:50 ETA: 0:57:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1106.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1106.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1107 of 2020) |########## | Elapsed Time: 1:16:54 ETA: 1:05:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1107.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1107.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1108 of 2020) |########## | Elapsed Time: 1:16:58 ETA: 1:02:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1108.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1108.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1109 of 2020) |########## | Elapsed Time: 1:17:02 ETA: 0:59:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1109.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1109.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1110 of 2020) |########## | Elapsed Time: 1:17:06 ETA: 1:03:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1110.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1110.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1111 of 2020) |########### | Elapsed Time: 1:17:10 ETA: 1:01:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1111.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1111.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1112 of 2020) |########### | Elapsed Time: 1:17:14 ETA: 0:56:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1112.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1112.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1113 of 2020) |########### | Elapsed Time: 1:17:18 ETA: 1:02:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1113.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1113.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1114 of 2020) |########### | Elapsed Time: 1:17:22 ETA: 1:02:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1114.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1114.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1115 of 2020) |########### | Elapsed Time: 1:17:26 ETA: 0:55:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1115.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1115.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1116 of 2020) |########### | Elapsed Time: 1:17:30 ETA: 1:05:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1116.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1116.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1117 of 2020) |########### | Elapsed Time: 1:17:34 ETA: 1:00:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1117.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1117.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1118 of 2020) |########### | Elapsed Time: 1:17:38 ETA: 0:56:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1118.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1118.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1119 of 2020) |########### | Elapsed Time: 1:17:42 ETA: 1:04:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1119.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1119.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1120 of 2020) |########### | Elapsed Time: 1:17:47 ETA: 1:03:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1120.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1120.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1121 of 2020) |########### | Elapsed Time: 1:17:51 ETA: 0:57:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1121.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1121.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1122 of 2020) |########### | Elapsed Time: 1:17:55 ETA: 1:03:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1122.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1122.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1123 of 2020) |########### | Elapsed Time: 1:17:59 ETA: 1:02:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1123.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1123.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1124 of 2020) |########### | Elapsed Time: 1:18:03 ETA: 0:57:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1124.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1124.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1125 of 2020) |########### | Elapsed Time: 1:18:07 ETA: 1:02:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1125.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1125.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1126 of 2020) |########### | Elapsed Time: 1:18:11 ETA: 1:02:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1126.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1126.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1127 of 2020) |########### | Elapsed Time: 1:18:15 ETA: 0:56:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1127.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1127.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1128 of 2020) |########### | Elapsed Time: 1:18:19 ETA: 1:02:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1128.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1128.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1129 of 2020) |########### | Elapsed Time: 1:18:24 ETA: 1:02:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1129.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1129.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1130 of 2020) |########### | Elapsed Time: 1:18:27 ETA: 0:57:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1130.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1130.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1131 of 2020) |########### | Elapsed Time: 1:18:31 ETA: 1:01:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1131.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1131.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1132 of 2020) |########### | Elapsed Time: 1:18:36 ETA: 1:02:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1132.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1132.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1133 of 2020) |########### | Elapsed Time: 1:18:40 ETA: 0:56:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1133.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1133.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1134 of 2020) |########### | Elapsed Time: 1:18:44 ETA: 1:01:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1134.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1134.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1135 of 2020) |########### | Elapsed Time: 1:18:48 ETA: 0:59:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1135.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1135.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1136 of 2020) |########### | Elapsed Time: 1:18:52 ETA: 0:57:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1136.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1136.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1137 of 2020) |########### | Elapsed Time: 1:18:56 ETA: 1:04:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1137.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1137.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1138 of 2020) |########### | Elapsed Time: 1:19:00 ETA: 1:02:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1138.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1138.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1139 of 2020) |########### | Elapsed Time: 1:19:04 ETA: 0:54:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1139.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1139.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1140 of 2020) |########### | Elapsed Time: 1:19:08 ETA: 1:00:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1140.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1140.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1141 of 2020) |########### | Elapsed Time: 1:19:12 ETA: 0:55:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1141.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1141.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1142 of 2020) |########### | Elapsed Time: 1:19:16 ETA: 0:58:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1142.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1142.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1143 of 2020) |########### | Elapsed Time: 1:19:20 ETA: 1:00:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1143.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1143.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1144 of 2020) |########### | Elapsed Time: 1:19:24 ETA: 0:57:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1144.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1144.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1145 of 2020) |########### | Elapsed Time: 1:19:28 ETA: 1:00:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1145.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1145.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1146 of 2020) |########### | Elapsed Time: 1:19:32 ETA: 1:01:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1146.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1146.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1147 of 2020) |########### | Elapsed Time: 1:19:36 ETA: 0:58:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1147.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1147.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1148 of 2020) |########### | Elapsed Time: 1:19:41 ETA: 1:01:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1148.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1148.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1149 of 2020) |########### | Elapsed Time: 1:19:44 ETA: 0:56:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1149.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1149.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1150 of 2020) |########### | Elapsed Time: 1:19:49 ETA: 1:03:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1150.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1150.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1151 of 2020) |########### | Elapsed Time: 1:19:53 ETA: 0:59:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1151.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1151.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1152 of 2020) |########### | Elapsed Time: 1:19:57 ETA: 0:54:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1152.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1152.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1153 of 2020) |########### | Elapsed Time: 1:20:01 ETA: 1:01:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1153.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1153.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1154 of 2020) |########### | Elapsed Time: 1:20:05 ETA: 1:02:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1154.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1154.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1155 of 2020) |########### | Elapsed Time: 1:20:09 ETA: 0:55:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1155.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1155.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1156 of 2020) |########### | Elapsed Time: 1:20:13 ETA: 1:02:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1156.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1156.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1157 of 2020) |########### | Elapsed Time: 1:20:17 ETA: 0:52:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1157.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1157.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1158 of 2020) |########### | Elapsed Time: 1:20:21 ETA: 1:00:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1158.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1158.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1159 of 2020) |########### | Elapsed Time: 1:20:25 ETA: 0:58:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1159.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1159.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1160 of 2020) |########### | Elapsed Time: 1:20:29 ETA: 0:53:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1160.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1160.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1161 of 2020) |########### | Elapsed Time: 1:20:34 ETA: 1:03:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1161.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1161.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1162 of 2020) |########### | Elapsed Time: 1:20:38 ETA: 0:56:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1162.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1162.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1163 of 2020) |########### | Elapsed Time: 1:20:41 ETA: 0:54:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1163.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1163.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1164 of 2020) |########### | Elapsed Time: 1:20:45 ETA: 0:57:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1164.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1164.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1165 of 2020) |########### | Elapsed Time: 1:20:49 ETA: 0:55:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1165.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1165.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1166 of 2020) |########### | Elapsed Time: 1:20:54 ETA: 1:02:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1166.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1166.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1167 of 2020) |########### | Elapsed Time: 1:20:58 ETA: 1:00:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1167.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1167.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1168 of 2020) |########### | Elapsed Time: 1:21:02 ETA: 0:54:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1168.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1168.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1169 of 2020) |########### | Elapsed Time: 1:21:06 ETA: 1:05:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1169.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1169.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1170 of 2020) |########### | Elapsed Time: 1:21:11 ETA: 0:58:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1170.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1170.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1171 of 2020) |########### | Elapsed Time: 1:21:15 ETA: 0:57:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1171.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1171.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1172 of 2020) |########### | Elapsed Time: 1:21:19 ETA: 0:59:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1172.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1172.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1173 of 2020) |########### | Elapsed Time: 1:21:23 ETA: 0:53:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1173.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1173.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1174 of 2020) |########### | Elapsed Time: 1:21:27 ETA: 0:57:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1174.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1174.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1175 of 2020) |########### | Elapsed Time: 1:21:31 ETA: 0:57:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1175.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1175.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1176 of 2020) |########### | Elapsed Time: 1:21:35 ETA: 0:52:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1176.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1176.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1177 of 2020) |########### | Elapsed Time: 1:21:39 ETA: 1:01:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1177.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1177.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1178 of 2020) |########### | Elapsed Time: 1:21:43 ETA: 1:03:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1178.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1178.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1179 of 2020) |########### | Elapsed Time: 1:21:47 ETA: 0:53:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1179.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1179.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1180 of 2020) |########### | Elapsed Time: 1:21:51 ETA: 0:58:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1180.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1180.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1181 of 2020) |########### | Elapsed Time: 1:21:55 ETA: 0:54:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1181.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1181.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1182 of 2020) |########### | Elapsed Time: 1:22:00 ETA: 0:59:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1182.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1182.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1183 of 2020) |########### | Elapsed Time: 1:22:04 ETA: 0:57:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1183.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1183.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1184 of 2020) |########### | Elapsed Time: 1:22:07 ETA: 0:51:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1184.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1184.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1185 of 2020) |########### | Elapsed Time: 1:22:12 ETA: 1:00:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1185.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1185.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1186 of 2020) |########### | Elapsed Time: 1:22:16 ETA: 0:57:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1186.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1186.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1187 of 2020) |########### | Elapsed Time: 1:22:20 ETA: 0:51:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1187.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1187.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1188 of 2020) |########### | Elapsed Time: 1:22:24 ETA: 0:58:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1188.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1188.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1189 of 2020) |########### | Elapsed Time: 1:22:28 ETA: 0:56:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1189.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1189.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1190 of 2020) |########### | Elapsed Time: 1:22:32 ETA: 0:56:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1190.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1190.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1191 of 2020) |########### | Elapsed Time: 1:22:36 ETA: 0:57:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1191.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1191.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1192 of 2020) |########### | Elapsed Time: 1:22:40 ETA: 0:52:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1192.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1192.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1193 of 2020) |########### | Elapsed Time: 1:22:44 ETA: 1:00:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1193.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1193.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1194 of 2020) |########### | Elapsed Time: 1:22:49 ETA: 0:57:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1194.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1194.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1195 of 2020) |########### | Elapsed Time: 1:22:52 ETA: 0:53:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1195.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1195.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1196 of 2020) |########### | Elapsed Time: 1:22:57 ETA: 0:58:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1196.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1196.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1197 of 2020) |########### | Elapsed Time: 1:23:01 ETA: 0:52:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1197.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1197.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1198 of 2020) |########### | Elapsed Time: 1:23:05 ETA: 0:55:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1198.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1198.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1199 of 2020) |########### | Elapsed Time: 1:23:09 ETA: 0:56:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1199.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1199.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1200 of 2020) |########### | Elapsed Time: 1:23:13 ETA: 0:51:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1200.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1200.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1201 of 2020) |########### | Elapsed Time: 1:23:17 ETA: 0:58:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1201.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1201.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1202 of 2020) |########### | Elapsed Time: 1:23:21 ETA: 0:56:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1202.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1202.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1203 of 2020) |########### | Elapsed Time: 1:23:25 ETA: 0:50:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1203.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1203.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1204 of 2020) |########### | Elapsed Time: 1:23:29 ETA: 0:58:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1204.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1204.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1205 of 2020) |########### | Elapsed Time: 1:23:33 ETA: 0:51:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1205.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1205.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1206 of 2020) |########### | Elapsed Time: 1:23:37 ETA: 0:57:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1206.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1206.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1207 of 2020) |########### | Elapsed Time: 1:23:41 ETA: 0:57:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1207.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1207.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1208 of 2020) |########### | Elapsed Time: 1:23:45 ETA: 0:52:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1208.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1208.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1209 of 2020) |########### | Elapsed Time: 1:23:49 ETA: 0:57:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1209.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1209.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1210 of 2020) |########### | Elapsed Time: 1:23:54 ETA: 0:55:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1210.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1210.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1211 of 2020) |########### | Elapsed Time: 1:23:57 ETA: 0:50:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1211.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1211.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1212 of 2020) |############ | Elapsed Time: 1:24:02 ETA: 0:56:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1212.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1212.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1213 of 2020) |############ | Elapsed Time: 1:24:05 ETA: 0:52:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1213.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1213.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1214 of 2020) |############ | Elapsed Time: 1:24:10 ETA: 0:55:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1214.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1214.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1215 of 2020) |############ | Elapsed Time: 1:24:14 ETA: 0:56:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1215.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1215.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1216 of 2020) |############ | Elapsed Time: 1:24:17 ETA: 0:49:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1216.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1216.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1217 of 2020) |############ | Elapsed Time: 1:24:22 ETA: 0:58:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1217.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1217.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1218 of 2020) |############ | Elapsed Time: 1:24:26 ETA: 0:53:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1218.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1218.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1219 of 2020) |############ | Elapsed Time: 1:24:30 ETA: 0:51:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1219.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1219.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1220 of 2020) |############ | Elapsed Time: 1:24:34 ETA: 0:55:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1220.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1220.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1221 of 2020) |############ | Elapsed Time: 1:24:38 ETA: 0:52:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1221.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1221.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1222 of 2020) |############ | Elapsed Time: 1:24:42 ETA: 0:56:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1222.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1222.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1223 of 2020) |############ | Elapsed Time: 1:24:46 ETA: 0:54:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1223.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1223.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1224 of 2020) |############ | Elapsed Time: 1:24:50 ETA: 0:53:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1224.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1224.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1225 of 2020) |############ | Elapsed Time: 1:24:54 ETA: 0:56:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1225.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1225.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1226 of 2020) |############ | Elapsed Time: 1:24:59 ETA: 0:54:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1226.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1226.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1227 of 2020) |############ | Elapsed Time: 1:25:02 ETA: 0:50:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1227.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1227.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1228 of 2020) |############ | Elapsed Time: 1:25:07 ETA: 0:57:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1228.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1228.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1229 of 2020) |############ | Elapsed Time: 1:25:11 ETA: 0:51:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1229.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1229.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1230 of 2020) |############ | Elapsed Time: 1:25:15 ETA: 0:55:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1230.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1230.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1231 of 2020) |############ | Elapsed Time: 1:25:19 ETA: 0:54:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1231.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1231.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1232 of 2020) |############ | Elapsed Time: 1:25:23 ETA: 0:51:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1232.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1232.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1233 of 2020) |############ | Elapsed Time: 1:25:27 ETA: 0:56:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1233.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1233.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1234 of 2020) |############ | Elapsed Time: 1:25:31 ETA: 0:53:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1234.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1234.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1235 of 2020) |############ | Elapsed Time: 1:25:35 ETA: 0:49:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1235.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1235.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1236 of 2020) |############ | Elapsed Time: 1:25:39 ETA: 0:55:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1236.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1236.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1237 of 2020) |############ | Elapsed Time: 1:25:43 ETA: 0:51:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1237.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1237.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1238 of 2020) |############ | Elapsed Time: 1:25:48 ETA: 0:53:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1238.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1238.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1239 of 2020) |############ | Elapsed Time: 1:25:52 ETA: 0:55:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1239.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1239.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1240 of 2020) |############ | Elapsed Time: 1:25:56 ETA: 0:52:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1240.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1240.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1241 of 2020) |############ | Elapsed Time: 1:26:00 ETA: 0:53:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1241.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1241.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1242 of 2020) |############ | Elapsed Time: 1:26:04 ETA: 0:54:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1242.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1242.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1243 of 2020) |############ | Elapsed Time: 1:26:08 ETA: 0:47:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1243.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1243.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1244 of 2020) |############ | Elapsed Time: 1:26:12 ETA: 0:53:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1244.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1244.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1245 of 2020) |############ | Elapsed Time: 1:26:16 ETA: 0:49:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1245.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1245.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1246 of 2020) |############ | Elapsed Time: 1:26:20 ETA: 0:55:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1246.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1246.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1247 of 2020) |############ | Elapsed Time: 1:26:24 ETA: 0:54:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1247.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1247.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1248 of 2020) |############ | Elapsed Time: 1:26:28 ETA: 0:46:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1248.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1248.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1249 of 2020) |############ | Elapsed Time: 1:26:32 ETA: 0:53:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1249.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1249.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1250 of 2020) |############ | Elapsed Time: 1:26:36 ETA: 0:53:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1250.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1250.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1251 of 2020) |############ | Elapsed Time: 1:26:40 ETA: 0:46:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1251.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1251.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1252 of 2020) |############ | Elapsed Time: 1:26:44 ETA: 0:55:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1252.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1252.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1253 of 2020) |############ | Elapsed Time: 1:26:48 ETA: 0:50:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1253.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1253.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1254 of 2020) |############ | Elapsed Time: 1:26:52 ETA: 0:53:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1254.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1254.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1255 of 2020) |############ | Elapsed Time: 1:26:57 ETA: 0:52:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1255.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1255.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1256 of 2020) |############ | Elapsed Time: 1:27:00 ETA: 0:49:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1256.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1256.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1257 of 2020) |############ | Elapsed Time: 1:27:05 ETA: 0:57:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1257.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1257.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1258 of 2020) |############ | Elapsed Time: 1:27:09 ETA: 0:52:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1258.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1258.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1259 of 2020) |############ | Elapsed Time: 1:27:13 ETA: 0:48:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1259.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1259.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1260 of 2020) |############ | Elapsed Time: 1:27:17 ETA: 0:53:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1260.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1260.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1261 of 2020) |############ | Elapsed Time: 1:27:21 ETA: 0:48:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1261.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1261.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1262 of 2020) |############ | Elapsed Time: 1:27:25 ETA: 0:53:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1262.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1262.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1263 of 2020) |############ | Elapsed Time: 1:27:29 ETA: 0:49:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1263.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1263.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1264 of 2020) |############ | Elapsed Time: 1:27:33 ETA: 0:51:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1264.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1264.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1265 of 2020) |############ | Elapsed Time: 1:27:37 ETA: 0:53:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1265.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1265.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1266 of 2020) |############ | Elapsed Time: 1:27:41 ETA: 0:49:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1266.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1266.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1267 of 2020) |############ | Elapsed Time: 1:27:45 ETA: 0:50:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1267.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1267.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1268 of 2020) |############ | Elapsed Time: 1:27:50 ETA: 0:54:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1268.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1268.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1269 of 2020) |############ | Elapsed Time: 1:27:54 ETA: 0:49:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1269.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1269.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1270 of 2020) |############ | Elapsed Time: 1:27:58 ETA: 0:54:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1270.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1270.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1271 of 2020) |############ | Elapsed Time: 1:28:02 ETA: 0:49:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1271.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1271.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 62% (1272 of 2020) |############ | Elapsed Time: 1:28:06 ETA: 0:47:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1272.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1272.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1273 of 2020) |############ | Elapsed Time: 1:28:10 ETA: 0:52:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1273.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1273.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1274 of 2020) |############ | Elapsed Time: 1:28:14 ETA: 0:52:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1274.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1274.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1275 of 2020) |############ | Elapsed Time: 1:28:18 ETA: 0:46:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1275.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1275.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1276 of 2020) |############ | Elapsed Time: 1:28:22 ETA: 0:53:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1276.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1276.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1277 of 2020) |############ | Elapsed Time: 1:28:26 ETA: 0:50:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1277.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1277.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1278 of 2020) |############ | Elapsed Time: 1:28:31 ETA: 0:53:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1278.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1278.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1279 of 2020) |############ | Elapsed Time: 1:28:35 ETA: 0:53:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1279.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1279.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1280 of 2020) |############ | Elapsed Time: 1:28:39 ETA: 0:50:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1280.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1280.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1281 of 2020) |############ | Elapsed Time: 1:28:43 ETA: 0:51:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1281.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1281.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1282 of 2020) |############ | Elapsed Time: 1:28:47 ETA: 0:49:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1282.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1282.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1283 of 2020) |############ | Elapsed Time: 1:28:51 ETA: 0:47:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1283.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1283.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1284 of 2020) |############ | Elapsed Time: 1:28:55 ETA: 0:52:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1284.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1284.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1285 of 2020) |############ | Elapsed Time: 1:28:59 ETA: 0:47:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1285.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1285.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1286 of 2020) |############ | Elapsed Time: 1:29:04 ETA: 0:53:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1286.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1286.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1287 of 2020) |############ | Elapsed Time: 1:29:08 ETA: 0:51:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1287.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1287.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1288 of 2020) |############ | Elapsed Time: 1:29:12 ETA: 0:46:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1288.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1288.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1289 of 2020) |############ | Elapsed Time: 1:29:16 ETA: 0:52:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1289.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1289.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1290 of 2020) |############ | Elapsed Time: 1:29:20 ETA: 0:51:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1290.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1290.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1291 of 2020) |############ | Elapsed Time: 1:29:25 ETA: 0:52:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1291.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1291.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 63% (1292 of 2020) |############ | Elapsed Time: 1:29:29 ETA: 0:52:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1292.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1292.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1293 of 2020) |############ | Elapsed Time: 1:29:33 ETA: 0:46:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1293.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1293.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1294 of 2020) |############ | Elapsed Time: 1:29:37 ETA: 0:50:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1294.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1294.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1295 of 2020) |############ | Elapsed Time: 1:29:41 ETA: 0:52:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1295.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1295.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1296 of 2020) |############ | Elapsed Time: 1:29:45 ETA: 0:47:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1296.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1296.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1297 of 2020) |############ | Elapsed Time: 1:29:49 ETA: 0:49:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1297.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1297.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1298 of 2020) |############ | Elapsed Time: 1:29:53 ETA: 0:49:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1298.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1298.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1299 of 2020) |############ | Elapsed Time: 1:29:57 ETA: 0:47:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1299.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1299.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1300 of 2020) |############ | Elapsed Time: 1:30:02 ETA: 0:51:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1300.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1300.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1301 of 2020) |############ | Elapsed Time: 1:30:06 ETA: 0:46:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1301.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1301.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1302 of 2020) |############ | Elapsed Time: 1:30:10 ETA: 0:51:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1302.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1302.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1303 of 2020) |############ | Elapsed Time: 1:30:14 ETA: 0:48:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1303.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1303.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1304 of 2020) |############ | Elapsed Time: 1:30:18 ETA: 0:47:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1304.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1304.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1305 of 2020) |############ | Elapsed Time: 1:30:22 ETA: 0:51:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1305.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1305.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1306 of 2020) |############ | Elapsed Time: 1:30:27 ETA: 0:54:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1306.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1306.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1307 of 2020) |############ | Elapsed Time: 1:30:31 ETA: 0:45:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1307.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1307.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1308 of 2020) |############ | Elapsed Time: 1:30:35 ETA: 0:54:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1308.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1308.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1309 of 2020) |############ | Elapsed Time: 1:30:39 ETA: 0:43:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1309.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1309.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1310 of 2020) |############ | Elapsed Time: 1:30:43 ETA: 0:48:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1310.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1310.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1311 of 2020) |############ | Elapsed Time: 1:30:47 ETA: 0:48:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1311.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1311.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 64% (1312 of 2020) |############ | Elapsed Time: 1:30:51 ETA: 0:46:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1312.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1312.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1313 of 2020) |############# | Elapsed Time: 1:30:55 ETA: 0:49:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1313.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1313.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1314 of 2020) |############# | Elapsed Time: 1:30:59 ETA: 0:47:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1314.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1314.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1315 of 2020) |############# | Elapsed Time: 1:31:03 ETA: 0:45:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1315.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1315.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1316 of 2020) |############# | Elapsed Time: 1:31:07 ETA: 0:49:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1316.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1316.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1317 of 2020) |############# | Elapsed Time: 1:31:11 ETA: 0:44:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1317.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1317.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1318 of 2020) |############# | Elapsed Time: 1:31:15 ETA: 0:50:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1318.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1318.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1319 of 2020) |############# | Elapsed Time: 1:31:19 ETA: 0:45:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1319.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1319.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1320 of 2020) |############# | Elapsed Time: 1:31:23 ETA: 0:43:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1320.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1320.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1321 of 2020) |############# | Elapsed Time: 1:31:27 ETA: 0:49:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1321.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1321.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1322 of 2020) |############# | Elapsed Time: 1:31:31 ETA: 0:45:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1322.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1322.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1323 of 2020) |############# | Elapsed Time: 1:31:35 ETA: 0:45:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1323.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1323.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1324 of 2020) |############# | Elapsed Time: 1:31:39 ETA: 0:48:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1324.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1324.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1325 of 2020) |############# | Elapsed Time: 1:31:43 ETA: 0:45:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1325.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1325.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1326 of 2020) |############# | Elapsed Time: 1:31:47 ETA: 0:48:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1326.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1326.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1327 of 2020) |############# | Elapsed Time: 1:31:51 ETA: 0:46:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1327.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1327.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1328 of 2020) |############# | Elapsed Time: 1:31:55 ETA: 0:40:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1328.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1328.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1329 of 2020) |############# | Elapsed Time: 1:31:59 ETA: 0:48:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1329.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1329.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1330 of 2020) |############# | Elapsed Time: 1:32:03 ETA: 0:47:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1330.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1330.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1331 of 2020) |############# | Elapsed Time: 1:32:07 ETA: 0:44:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1331.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1331.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1332 of 2020) |############# | Elapsed Time: 1:32:11 ETA: 0:48:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1332.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1332.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 65% (1333 of 2020) |############# | Elapsed Time: 1:32:15 ETA: 0:43:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1333.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1333.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1334 of 2020) |############# | Elapsed Time: 1:32:19 ETA: 0:48:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1334.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1334.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1335 of 2020) |############# | Elapsed Time: 1:32:24 ETA: 0:48:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1335.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1335.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1336 of 2020) |############# | Elapsed Time: 1:32:27 ETA: 0:43:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1336.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1336.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1337 of 2020) |############# | Elapsed Time: 1:32:32 ETA: 0:47:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1337.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1337.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1338 of 2020) |############# | Elapsed Time: 1:32:36 ETA: 0:46:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1338.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1338.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1339 of 2020) |############# | Elapsed Time: 1:32:39 ETA: 0:43:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1339.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1339.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1340 of 2020) |############# | Elapsed Time: 1:32:44 ETA: 0:48:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1340.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1340.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1341 of 2020) |############# | Elapsed Time: 1:32:48 ETA: 0:44:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1341.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1341.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1342 of 2020) |############# | Elapsed Time: 1:32:52 ETA: 0:48:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1342.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1342.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1343 of 2020) |############# | Elapsed Time: 1:32:56 ETA: 0:46:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1343.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1343.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1344 of 2020) |############# | Elapsed Time: 1:33:00 ETA: 0:43:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1344.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1344.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1345 of 2020) |############# | Elapsed Time: 1:33:04 ETA: 0:48:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1345.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1345.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1346 of 2020) |############# | Elapsed Time: 1:33:08 ETA: 0:44:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1346.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1346.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1347 of 2020) |############# | Elapsed Time: 1:33:12 ETA: 0:43:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1347.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1347.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1348 of 2020) |############# | Elapsed Time: 1:33:16 ETA: 0:47:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1348.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1348.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1349 of 2020) |############# | Elapsed Time: 1:33:20 ETA: 0:43:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1349.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1349.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1350 of 2020) |############# | Elapsed Time: 1:33:25 ETA: 0:47:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1350.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1350.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1351 of 2020) |############# | Elapsed Time: 1:33:29 ETA: 0:46:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1351.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1351.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1352 of 2020) |############# | Elapsed Time: 1:33:32 ETA: 0:41:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1352.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1352.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 66% (1353 of 2020) |############# | Elapsed Time: 1:33:37 ETA: 0:47:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1353.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1353.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1354 of 2020) |############# | Elapsed Time: 1:33:41 ETA: 0:46:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1354.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1354.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1355 of 2020) |############# | Elapsed Time: 1:33:45 ETA: 0:45:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1355.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1355.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1356 of 2020) |############# | Elapsed Time: 1:33:49 ETA: 0:45:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1356.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1356.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1357 of 2020) |############# | Elapsed Time: 1:33:53 ETA: 0:44:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1357.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1357.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1358 of 2020) |############# | Elapsed Time: 1:33:57 ETA: 0:45:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1358.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1358.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1359 of 2020) |############# | Elapsed Time: 1:34:01 ETA: 0:45:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1359.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1359.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1360 of 2020) |############# | Elapsed Time: 1:34:05 ETA: 0:41:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1360.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1360.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1361 of 2020) |############# | Elapsed Time: 1:34:09 ETA: 0:47:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1361.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1361.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1362 of 2020) |############# | Elapsed Time: 1:34:14 ETA: 0:46:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1362.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1362.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1363 of 2020) |############# | Elapsed Time: 1:34:17 ETA: 0:40:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1363.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1363.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1364 of 2020) |############# | Elapsed Time: 1:34:21 ETA: 0:45:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1364.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1364.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1365 of 2020) |############# | Elapsed Time: 1:34:25 ETA: 0:42:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1365.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1365.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1366 of 2020) |############# | Elapsed Time: 1:34:30 ETA: 0:46:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1366.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1366.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1367 of 2020) |############# | Elapsed Time: 1:34:34 ETA: 0:46:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1367.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1367.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1368 of 2020) |############# | Elapsed Time: 1:34:38 ETA: 0:42:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1368.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1368.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1369 of 2020) |############# | Elapsed Time: 1:34:42 ETA: 0:45:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1369.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1369.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1370 of 2020) |############# | Elapsed Time: 1:34:46 ETA: 0:43:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1370.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1370.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1371 of 2020) |############# | Elapsed Time: 1:34:50 ETA: 0:41:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1371.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1371.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1372 of 2020) |############# | Elapsed Time: 1:34:54 ETA: 0:44:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1372.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1372.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 67% (1373 of 2020) |############# | Elapsed Time: 1:34:59 ETA: 0:49:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1373.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1373.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1374 of 2020) |############# | Elapsed Time: 1:35:02 ETA: 0:41:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1374.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1374.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1375 of 2020) |############# | Elapsed Time: 1:35:06 ETA: 0:43:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1375.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1375.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1376 of 2020) |############# | Elapsed Time: 1:35:11 ETA: 0:43:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1376.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1376.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1377 of 2020) |############# | Elapsed Time: 1:35:15 ETA: 0:43:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1377.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1377.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1378 of 2020) |############# | Elapsed Time: 1:35:19 ETA: 0:43:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1378.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1378.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1379 of 2020) |############# | Elapsed Time: 1:35:23 ETA: 0:44:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1379.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1379.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1380 of 2020) |############# | Elapsed Time: 1:35:27 ETA: 0:41:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1380.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1380.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1381 of 2020) |############# | Elapsed Time: 1:35:31 ETA: 0:45:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1381.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1381.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1382 of 2020) |############# | Elapsed Time: 1:35:35 ETA: 0:44:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1382.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1382.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1383 of 2020) |############# | Elapsed Time: 1:35:39 ETA: 0:41:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1383.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1383.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1384 of 2020) |############# | Elapsed Time: 1:35:43 ETA: 0:46:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1384.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1384.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1385 of 2020) |############# | Elapsed Time: 1:35:47 ETA: 0:44:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1385.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1385.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1386 of 2020) |############# | Elapsed Time: 1:35:51 ETA: 0:38:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1386.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1386.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1387 of 2020) |############# | Elapsed Time: 1:35:55 ETA: 0:45:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1387.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1387.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1388 of 2020) |############# | Elapsed Time: 1:35:59 ETA: 0:42:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1388.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1388.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1389 of 2020) |############# | Elapsed Time: 1:36:03 ETA: 0:40:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1389.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1389.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1390 of 2020) |############# | Elapsed Time: 1:36:07 ETA: 0:44:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1390.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1390.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1391 of 2020) |############# | Elapsed Time: 1:36:11 ETA: 0:41:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1391.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1391.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1392 of 2020) |############# | Elapsed Time: 1:36:15 ETA: 0:40:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1392.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1392.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 68% (1393 of 2020) |############# | Elapsed Time: 1:36:19 ETA: 0:43:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1393.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1393.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1394 of 2020) |############# | Elapsed Time: 1:36:24 ETA: 0:44:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1394.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1394.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1395 of 2020) |############# | Elapsed Time: 1:36:27 ETA: 0:38:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1395.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1395.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1396 of 2020) |############# | Elapsed Time: 1:36:31 ETA: 0:42:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1396.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1396.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1397 of 2020) |############# | Elapsed Time: 1:36:36 ETA: 0:44:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1397.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1397.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1398 of 2020) |############# | Elapsed Time: 1:36:40 ETA: 0:40:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1398.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1398.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1399 of 2020) |############# | Elapsed Time: 1:36:44 ETA: 0:44:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1399.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1399.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1400 of 2020) |############# | Elapsed Time: 1:36:48 ETA: 0:43:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1400.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1400.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1401 of 2020) |############# | Elapsed Time: 1:36:52 ETA: 0:43:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1401.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1401.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1402 of 2020) |############# | Elapsed Time: 1:36:56 ETA: 0:41:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1402.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1402.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1403 of 2020) |############# | Elapsed Time: 1:37:00 ETA: 0:38:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1403.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1403.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1404 of 2020) |############# | Elapsed Time: 1:37:05 ETA: 0:44:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1404.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1404.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1405 of 2020) |############# | Elapsed Time: 1:37:09 ETA: 0:42:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1405.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1405.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1406 of 2020) |############# | Elapsed Time: 1:37:12 ETA: 0:38:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1406.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1406.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1407 of 2020) |############# | Elapsed Time: 1:37:17 ETA: 0:43:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1407.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1407.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1408 of 2020) |############# | Elapsed Time: 1:37:20 ETA: 0:37:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1408.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1408.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1409 of 2020) |############# | Elapsed Time: 1:37:25 ETA: 0:42:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1409.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1409.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1410 of 2020) |############# | Elapsed Time: 1:37:29 ETA: 0:42:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1410.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1410.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1411 of 2020) |############# | Elapsed Time: 1:37:33 ETA: 0:38:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1411.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1411.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1412 of 2020) |############# | Elapsed Time: 1:37:37 ETA: 0:44:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1412.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1412.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 69% (1413 of 2020) |############# | Elapsed Time: 1:37:41 ETA: 0:41:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1413.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1413.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1414 of 2020) |############## | Elapsed Time: 1:37:45 ETA: 0:38:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1414.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1414.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1415 of 2020) |############## | Elapsed Time: 1:37:49 ETA: 0:41:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1415.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1415.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1416 of 2020) |############## | Elapsed Time: 1:37:53 ETA: 0:38:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1416.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1416.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1417 of 2020) |############## | Elapsed Time: 1:37:57 ETA: 0:41:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1417.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1417.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1418 of 2020) |############## | Elapsed Time: 1:38:01 ETA: 0:42:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1418.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1418.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1419 of 2020) |############## | Elapsed Time: 1:38:05 ETA: 0:37:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1419.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1419.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1420 of 2020) |############## | Elapsed Time: 1:38:09 ETA: 0:44:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1420.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1420.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1421 of 2020) |############## | Elapsed Time: 1:38:13 ETA: 0:40:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1421.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1421.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1422 of 2020) |############## | Elapsed Time: 1:38:17 ETA: 0:39:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1422.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1422.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1423 of 2020) |############## | Elapsed Time: 1:38:22 ETA: 0:43:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1423.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1423.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1424 of 2020) |############## | Elapsed Time: 1:38:26 ETA: 0:39:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1424.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1424.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1425 of 2020) |############## | Elapsed Time: 1:38:30 ETA: 0:41:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1425.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1425.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1426 of 2020) |############## | Elapsed Time: 1:38:34 ETA: 0:42:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1426.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1426.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1427 of 2020) |############## | Elapsed Time: 1:38:38 ETA: 0:36:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1427.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1427.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1428 of 2020) |############## | Elapsed Time: 1:38:42 ETA: 0:42:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1428.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1428.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1429 of 2020) |############## | Elapsed Time: 1:38:47 ETA: 0:44:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1429.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1429.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1430 of 2020) |############## | Elapsed Time: 1:38:50 ETA: 0:36:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1430.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1430.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1431 of 2020) |############## | Elapsed Time: 1:38:54 ETA: 0:39:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1431.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1431.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1432 of 2020) |############## | Elapsed Time: 1:38:58 ETA: 0:38:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1432.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1432.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1433 of 2020) |############## | Elapsed Time: 1:39:02 ETA: 0:40:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1433.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1433.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 70% (1434 of 2020) |############## | Elapsed Time: 1:39:06 ETA: 0:40:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1434.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1434.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1435 of 2020) |############## | Elapsed Time: 1:39:10 ETA: 0:36:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1435.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1435.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1436 of 2020) |############## | Elapsed Time: 1:39:15 ETA: 0:42:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1436.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1436.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1437 of 2020) |############## | Elapsed Time: 1:39:19 ETA: 0:43:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1437.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1437.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1438 of 2020) |############## | Elapsed Time: 1:39:23 ETA: 0:36:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1438.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1438.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1439 of 2020) |############## | Elapsed Time: 1:39:27 ETA: 0:40:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1439.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1439.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1440 of 2020) |############## | Elapsed Time: 1:39:31 ETA: 0:37:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1440.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1440.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1441 of 2020) |############## | Elapsed Time: 1:39:35 ETA: 0:40:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1441.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1441.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1442 of 2020) |############## | Elapsed Time: 1:39:39 ETA: 0:40:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1442.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1442.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1443 of 2020) |############## | Elapsed Time: 1:39:43 ETA: 0:37:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1443.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1443.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1444 of 2020) |############## | Elapsed Time: 1:39:47 ETA: 0:38:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1444.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1444.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1445 of 2020) |############## | Elapsed Time: 1:39:51 ETA: 0:35:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1445.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1445.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1446 of 2020) |############## | Elapsed Time: 1:39:55 ETA: 0:40:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1446.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1446.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1447 of 2020) |############## | Elapsed Time: 1:39:59 ETA: 0:39:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1447.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1447.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1448 of 2020) |############## | Elapsed Time: 1:40:03 ETA: 0:35:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1448.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1448.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1449 of 2020) |############## | Elapsed Time: 1:40:07 ETA: 0:39:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1449.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1449.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1450 of 2020) |############## | Elapsed Time: 1:40:11 ETA: 0:38:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1450.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1450.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1451 of 2020) |############## | Elapsed Time: 1:40:15 ETA: 0:36:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1451.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1451.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1452 of 2020) |############## | Elapsed Time: 1:40:19 ETA: 0:37:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1452.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1452.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1453 of 2020) |############## | Elapsed Time: 1:40:23 ETA: 0:38:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1453.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1453.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 71% (1454 of 2020) |############## | Elapsed Time: 1:40:27 ETA: 0:35:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1454.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1454.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1455 of 2020) |############## | Elapsed Time: 1:40:31 ETA: 0:40:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1455.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1455.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1456 of 2020) |############## | Elapsed Time: 1:40:35 ETA: 0:39:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1456.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1456.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1457 of 2020) |############## | Elapsed Time: 1:40:39 ETA: 0:37:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1457.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1457.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1458 of 2020) |############## | Elapsed Time: 1:40:44 ETA: 0:40:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1458.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1458.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1459 of 2020) |############## | Elapsed Time: 1:40:48 ETA: 0:38:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1459.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1459.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1460 of 2020) |############## | Elapsed Time: 1:40:52 ETA: 0:36:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1460.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1460.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1461 of 2020) |############## | Elapsed Time: 1:40:56 ETA: 0:38:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1461.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1461.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1462 of 2020) |############## | Elapsed Time: 1:41:00 ETA: 0:38:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1462.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1462.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1463 of 2020) |############## | Elapsed Time: 1:41:04 ETA: 0:34:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1463.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1463.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1464 of 2020) |############## | Elapsed Time: 1:41:08 ETA: 0:38:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1464.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1464.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1465 of 2020) |############## | Elapsed Time: 1:41:12 ETA: 0:40:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1465.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1465.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1466 of 2020) |############## | Elapsed Time: 1:41:16 ETA: 0:35:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1466.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1466.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1467 of 2020) |############## | Elapsed Time: 1:41:20 ETA: 0:38:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1467.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1467.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1468 of 2020) |############## | Elapsed Time: 1:41:25 ETA: 0:38:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1468.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1468.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1469 of 2020) |############## | Elapsed Time: 1:41:28 ETA: 0:36:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1469.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1469.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1470 of 2020) |############## | Elapsed Time: 1:41:33 ETA: 0:37:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1470.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1470.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1471 of 2020) |############## | Elapsed Time: 1:41:37 ETA: 0:37:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1471.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1471.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1472 of 2020) |############## | Elapsed Time: 1:41:41 ETA: 0:35:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1472.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1472.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1473 of 2020) |############## | Elapsed Time: 1:41:45 ETA: 0:39:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1473.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1473.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 72% (1474 of 2020) |############## | Elapsed Time: 1:41:49 ETA: 0:40:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1474.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1474.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1475 of 2020) |############## | Elapsed Time: 1:41:53 ETA: 0:36:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1475.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1475.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1476 of 2020) |############## | Elapsed Time: 1:41:58 ETA: 0:40:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1476.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1476.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1477 of 2020) |############## | Elapsed Time: 1:42:02 ETA: 0:36:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1477.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1477.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1478 of 2020) |############## | Elapsed Time: 1:42:06 ETA: 0:33:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1478.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1478.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1479 of 2020) |############## | Elapsed Time: 1:42:10 ETA: 0:37:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1479.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1479.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1480 of 2020) |############## | Elapsed Time: 1:42:14 ETA: 0:37:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1480.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1480.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1481 of 2020) |############## | Elapsed Time: 1:42:18 ETA: 0:32:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1481.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1481.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1482 of 2020) |############## | Elapsed Time: 1:42:22 ETA: 0:38:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1482.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1482.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1483 of 2020) |############## | Elapsed Time: 1:42:26 ETA: 0:38:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1483.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1483.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1484 of 2020) |############## | Elapsed Time: 1:42:30 ETA: 0:35:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1484.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1484.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1485 of 2020) |############## | Elapsed Time: 1:42:34 ETA: 0:38:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1485.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1485.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1486 of 2020) |############## | Elapsed Time: 1:42:39 ETA: 0:36:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1486.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1486.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1487 of 2020) |############## | Elapsed Time: 1:42:42 ETA: 0:33:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1487.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1487.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1488 of 2020) |############## | Elapsed Time: 1:42:47 ETA: 0:37:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1488.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1488.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1489 of 2020) |############## | Elapsed Time: 1:42:51 ETA: 0:34:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1489.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1489.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1490 of 2020) |############## | Elapsed Time: 1:42:55 ETA: 0:37:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1490.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1490.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1491 of 2020) |############## | Elapsed Time: 1:42:59 ETA: 0:37:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1491.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1491.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1492 of 2020) |############## | Elapsed Time: 1:43:03 ETA: 0:34:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1492.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1492.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1493 of 2020) |############## | Elapsed Time: 1:43:07 ETA: 0:38:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1493.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1493.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 73% (1494 of 2020) |############## | Elapsed Time: 1:43:11 ETA: 0:34:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1494.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1494.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1495 of 2020) |############## | Elapsed Time: 1:43:15 ETA: 0:33:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1495.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1495.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1496 of 2020) |############## | Elapsed Time: 1:43:19 ETA: 0:35:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1496.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1496.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1497 of 2020) |############## | Elapsed Time: 1:43:23 ETA: 0:32:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1497.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1497.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1498 of 2020) |############## | Elapsed Time: 1:43:27 ETA: 0:36:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1498.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1498.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1499 of 2020) |############## | Elapsed Time: 1:43:31 ETA: 0:36:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1499.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1499.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:47 ETA: 00:00:00
Total test loss: 3.150952615261078 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1500.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1500.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1501 of 2020) |############## | Elapsed Time: 1:45:27 ETA: 16:05:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1501.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1501.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1502 of 2020) |############## | Elapsed Time: 1:45:31 ETA: 0:33:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1502.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1502.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1503 of 2020) |############## | Elapsed Time: 1:45:35 ETA: 0:36:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1503.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1503.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1504 of 2020) |############## | Elapsed Time: 1:45:39 ETA: 0:33:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1504.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1504.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1505 of 2020) |############## | Elapsed Time: 1:45:43 ETA: 0:37:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1505.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1505.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1506 of 2020) |############## | Elapsed Time: 1:45:47 ETA: 0:35:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1506.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1506.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1507 of 2020) |############## | Elapsed Time: 1:45:51 ETA: 0:32:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1507.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1507.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1508 of 2020) |############## | Elapsed Time: 1:45:55 ETA: 0:35:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1508.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1508.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1509 of 2020) |############## | Elapsed Time: 1:45:59 ETA: 0:34:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1509.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1509.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1510 of 2020) |############## | Elapsed Time: 1:46:03 ETA: 0:32:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1510.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1510.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1511 of 2020) |############## | Elapsed Time: 1:46:08 ETA: 0:38:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1511.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1511.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1512 of 2020) |############## | Elapsed Time: 1:46:11 ETA: 0:31:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1512.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1512.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1513 of 2020) |############## | Elapsed Time: 1:46:16 ETA: 0:35:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1513.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1513.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 74% (1514 of 2020) |############## | Elapsed Time: 1:46:20 ETA: 0:35:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1514.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1514.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1515 of 2020) |############### | Elapsed Time: 1:46:24 ETA: 0:35:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1515.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1515.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1516 of 2020) |############### | Elapsed Time: 1:46:28 ETA: 0:34:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1516.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1516.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1517 of 2020) |############### | Elapsed Time: 1:46:32 ETA: 0:35:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1517.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1517.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1518 of 2020) |############### | Elapsed Time: 1:46:36 ETA: 0:32:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1518.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1518.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1519 of 2020) |############### | Elapsed Time: 1:46:41 ETA: 0:35:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1519.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1519.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1520 of 2020) |############### | Elapsed Time: 1:46:45 ETA: 0:35:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1520.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1520.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1521 of 2020) |############### | Elapsed Time: 1:46:49 ETA: 0:30:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1521.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1521.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1522 of 2020) |############### | Elapsed Time: 1:46:53 ETA: 0:33:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1522.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1522.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1523 of 2020) |############### | Elapsed Time: 1:46:57 ETA: 0:34:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1523.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1523.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1524 of 2020) |############### | Elapsed Time: 1:47:01 ETA: 0:31:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1524.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1524.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1525 of 2020) |############### | Elapsed Time: 1:47:05 ETA: 0:33:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1525.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1525.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1526 of 2020) |############### | Elapsed Time: 1:47:09 ETA: 0:32:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1526.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1526.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1527 of 2020) |############### | Elapsed Time: 1:47:13 ETA: 0:34:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1527.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1527.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1528 of 2020) |############### | Elapsed Time: 1:47:17 ETA: 0:34:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1528.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1528.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1529 of 2020) |############### | Elapsed Time: 1:47:21 ETA: 0:31:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1529.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1529.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1530 of 2020) |############### | Elapsed Time: 1:47:25 ETA: 0:31:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1530.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1530.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1531 of 2020) |############### | Elapsed Time: 1:47:29 ETA: 0:35:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1531.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1531.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1532 of 2020) |############### | Elapsed Time: 1:47:33 ETA: 0:33:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1532.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1532.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1533 of 2020) |############### | Elapsed Time: 1:47:37 ETA: 0:32:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1533.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1533.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1534 of 2020) |############### | Elapsed Time: 1:47:42 ETA: 0:36:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1534.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1534.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 75% (1535 of 2020) |############### | Elapsed Time: 1:47:46 ETA: 0:33:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1535.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1535.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1536 of 2020) |############### | Elapsed Time: 1:47:50 ETA: 0:31:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1536.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1536.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1537 of 2020) |############### | Elapsed Time: 1:47:54 ETA: 0:36:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1537.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1537.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1538 of 2020) |############### | Elapsed Time: 1:47:58 ETA: 0:32:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1538.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1538.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1539 of 2020) |############### | Elapsed Time: 1:48:02 ETA: 0:31:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1539.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1539.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1540 of 2020) |############### | Elapsed Time: 1:48:06 ETA: 0:32:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1540.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1540.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1541 of 2020) |############### | Elapsed Time: 1:48:11 ETA: 0:33:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1541.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1541.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1542 of 2020) |############### | Elapsed Time: 1:48:14 ETA: 0:29:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1542.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1542.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1543 of 2020) |############### | Elapsed Time: 1:48:19 ETA: 0:33:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1543.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1543.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1544 of 2020) |############### | Elapsed Time: 1:48:22 ETA: 0:29:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1544.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1544.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1545 of 2020) |############### | Elapsed Time: 1:48:26 ETA: 0:32:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1545.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1545.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1546 of 2020) |############### | Elapsed Time: 1:48:30 ETA: 0:31:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1546.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1546.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1547 of 2020) |############### | Elapsed Time: 1:48:34 ETA: 0:29:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1547.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1547.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1548 of 2020) |############### | Elapsed Time: 1:48:38 ETA: 0:33:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1548.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1548.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1549 of 2020) |############### | Elapsed Time: 1:48:42 ETA: 0:31:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1549.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1549.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1550 of 2020) |############### | Elapsed Time: 1:48:46 ETA: 0:31:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1550.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1550.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1551 of 2020) |############### | Elapsed Time: 1:48:51 ETA: 0:32:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1551.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1551.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1552 of 2020) |############### | Elapsed Time: 1:48:55 ETA: 0:33:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1552.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1552.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1553 of 2020) |############### | Elapsed Time: 1:48:58 ETA: 0:27:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1553.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1553.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1554 of 2020) |############### | Elapsed Time: 1:49:03 ETA: 0:32:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1554.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1554.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 76% (1555 of 2020) |############### | Elapsed Time: 1:49:07 ETA: 0:31:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1555.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1555.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1556 of 2020) |############### | Elapsed Time: 1:49:11 ETA: 0:30:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1556.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1556.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1557 of 2020) |############### | Elapsed Time: 1:49:15 ETA: 0:33:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1557.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1557.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1558 of 2020) |############### | Elapsed Time: 1:49:19 ETA: 0:31:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1558.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1558.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1559 of 2020) |############### | Elapsed Time: 1:49:23 ETA: 0:28:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1559.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1559.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1560 of 2020) |############### | Elapsed Time: 1:49:27 ETA: 0:33:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1560.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1560.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1561 of 2020) |############### | Elapsed Time: 1:49:31 ETA: 0:30:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1561.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1561.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1562 of 2020) |############### | Elapsed Time: 1:49:35 ETA: 0:30:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1562.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1562.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1563 of 2020) |############### | Elapsed Time: 1:49:39 ETA: 0:31:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1563.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1563.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1564 of 2020) |############### | Elapsed Time: 1:49:43 ETA: 0:30:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1564.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1564.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1565 of 2020) |############### | Elapsed Time: 1:49:47 ETA: 0:28:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1565.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1565.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1566 of 2020) |############### | Elapsed Time: 1:49:51 ETA: 0:31:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1566.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1566.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1567 of 2020) |############### | Elapsed Time: 1:49:55 ETA: 0:31:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1567.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1567.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1568 of 2020) |############### | Elapsed Time: 1:49:59 ETA: 0:30:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1568.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1568.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1569 of 2020) |############### | Elapsed Time: 1:50:03 ETA: 0:30:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1569.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1569.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1570 of 2020) |############### | Elapsed Time: 1:50:08 ETA: 0:30:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1570.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1570.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1571 of 2020) |############### | Elapsed Time: 1:50:11 ETA: 0:29:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1571.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1571.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1572 of 2020) |############### | Elapsed Time: 1:50:16 ETA: 0:33:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1572.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1572.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1573 of 2020) |############### | Elapsed Time: 1:50:20 ETA: 0:30:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1573.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1573.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1574 of 2020) |############### | Elapsed Time: 1:50:24 ETA: 0:28:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1574.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1574.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 77% (1575 of 2020) |############### | Elapsed Time: 1:50:28 ETA: 0:32:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1575.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1575.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1576 of 2020) |############### | Elapsed Time: 1:50:32 ETA: 0:30:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1576.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1576.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1577 of 2020) |############### | Elapsed Time: 1:50:36 ETA: 0:29:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1577.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1577.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1578 of 2020) |############### | Elapsed Time: 1:50:40 ETA: 0:31:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1578.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1578.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1579 of 2020) |############### | Elapsed Time: 1:50:45 ETA: 0:29:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1579.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1579.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1580 of 2020) |############### | Elapsed Time: 1:50:48 ETA: 0:27:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1580.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1580.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1581 of 2020) |############### | Elapsed Time: 1:50:52 ETA: 0:29:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1581.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1581.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1582 of 2020) |############### | Elapsed Time: 1:50:56 ETA: 0:29:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1582.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1582.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1583 of 2020) |############### | Elapsed Time: 1:51:00 ETA: 0:27:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1583.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1583.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1584 of 2020) |############### | Elapsed Time: 1:51:04 ETA: 0:29:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1584.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1584.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1585 of 2020) |############### | Elapsed Time: 1:51:08 ETA: 0:30:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1585.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1585.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1586 of 2020) |############### | Elapsed Time: 1:51:12 ETA: 0:27:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1586.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1586.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1587 of 2020) |############### | Elapsed Time: 1:51:16 ETA: 0:30:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1587.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1587.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1588 of 2020) |############### | Elapsed Time: 1:51:20 ETA: 0:29:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1588.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1588.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1589 of 2020) |############### | Elapsed Time: 1:51:24 ETA: 0:27:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1589.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1589.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1590 of 2020) |############### | Elapsed Time: 1:51:28 ETA: 0:30:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1590.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1590.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1591 of 2020) |############### | Elapsed Time: 1:51:33 ETA: 0:30:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1591.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1591.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1592 of 2020) |############### | Elapsed Time: 1:51:37 ETA: 0:27:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1592.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1592.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1593 of 2020) |############### | Elapsed Time: 1:51:41 ETA: 0:30:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1593.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1593.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1594 of 2020) |############### | Elapsed Time: 1:51:44 ETA: 0:25:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1594.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1594.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 78% (1595 of 2020) |############### | Elapsed Time: 1:51:49 ETA: 0:29:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1595.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1595.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1596 of 2020) |############### | Elapsed Time: 1:51:53 ETA: 0:28:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1596.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1596.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1597 of 2020) |############### | Elapsed Time: 1:51:56 ETA: 0:26:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1597.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1597.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1598 of 2020) |############### | Elapsed Time: 1:52:00 ETA: 0:28:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1598.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1598.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1599 of 2020) |############### | Elapsed Time: 1:52:05 ETA: 0:29:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1599.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1599.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1600 of 2020) |############### | Elapsed Time: 1:52:08 ETA: 0:25:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1600.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1600.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1601 of 2020) |############### | Elapsed Time: 1:52:13 ETA: 0:30:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1601.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1601.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1602 of 2020) |############### | Elapsed Time: 1:52:17 ETA: 0:26:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1602.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1602.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1603 of 2020) |############### | Elapsed Time: 1:52:21 ETA: 0:28:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1603.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1603.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1604 of 2020) |############### | Elapsed Time: 1:52:25 ETA: 0:29:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1604.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1604.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1605 of 2020) |############### | Elapsed Time: 1:52:29 ETA: 0:28:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1605.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1605.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1606 of 2020) |############### | Elapsed Time: 1:52:33 ETA: 0:29:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1606.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1606.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1607 of 2020) |############### | Elapsed Time: 1:52:38 ETA: 0:28:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1607.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1607.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1608 of 2020) |############### | Elapsed Time: 1:52:42 ETA: 0:26:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1608.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1608.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1609 of 2020) |############### | Elapsed Time: 1:52:46 ETA: 0:27:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1609.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1609.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1610 of 2020) |############### | Elapsed Time: 1:52:49 ETA: 0:25:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1610.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1610.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1611 of 2020) |############### | Elapsed Time: 1:52:54 ETA: 0:29:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1611.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1611.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1612 of 2020) |############### | Elapsed Time: 1:52:58 ETA: 0:28:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1612.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1612.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1613 of 2020) |############### | Elapsed Time: 1:53:02 ETA: 0:26:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1613.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1613.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1614 of 2020) |############### | Elapsed Time: 1:53:06 ETA: 0:29:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1614.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1614.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 79% (1615 of 2020) |############### | Elapsed Time: 1:53:10 ETA: 0:28:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1615.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1615.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1616 of 2020) |################ | Elapsed Time: 1:53:14 ETA: 0:25:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1616.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1616.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1617 of 2020) |################ | Elapsed Time: 1:53:18 ETA: 0:28:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1617.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1617.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1618 of 2020) |################ | Elapsed Time: 1:53:22 ETA: 0:26:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1618.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1618.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1619 of 2020) |################ | Elapsed Time: 1:53:27 ETA: 0:28:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1619.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1619.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1620 of 2020) |################ | Elapsed Time: 1:53:31 ETA: 0:29:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1620.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1620.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1621 of 2020) |################ | Elapsed Time: 1:53:35 ETA: 0:24:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1621.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1621.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1622 of 2020) |################ | Elapsed Time: 1:53:39 ETA: 0:27:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1622.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1622.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1623 of 2020) |################ | Elapsed Time: 1:53:43 ETA: 0:28:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1623.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1623.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1624 of 2020) |################ | Elapsed Time: 1:53:47 ETA: 0:25:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1624.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1624.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1625 of 2020) |################ | Elapsed Time: 1:53:51 ETA: 0:26:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1625.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1625.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1626 of 2020) |################ | Elapsed Time: 1:53:55 ETA: 0:24:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1626.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1626.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1627 of 2020) |################ | Elapsed Time: 1:53:59 ETA: 0:27:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1627.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1627.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1628 of 2020) |################ | Elapsed Time: 1:54:03 ETA: 0:26:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1628.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1628.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1629 of 2020) |################ | Elapsed Time: 1:54:07 ETA: 0:24:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1629.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1629.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1630 of 2020) |################ | Elapsed Time: 1:54:11 ETA: 0:27:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1630.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1630.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1631 of 2020) |################ | Elapsed Time: 1:54:15 ETA: 0:26:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1631.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1631.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1632 of 2020) |################ | Elapsed Time: 1:54:19 ETA: 0:23:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1632.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1632.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1633 of 2020) |################ | Elapsed Time: 1:54:23 ETA: 0:28:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1633.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1633.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1634 of 2020) |################ | Elapsed Time: 1:54:27 ETA: 0:24:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1634.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1634.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1635 of 2020) |################ | Elapsed Time: 1:54:31 ETA: 0:26:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1635.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1635.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 80% (1636 of 2020) |################ | Elapsed Time: 1:54:35 ETA: 0:26:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1636.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1636.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1637 of 2020) |################ | Elapsed Time: 1:54:39 ETA: 0:24:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1637.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1637.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1638 of 2020) |################ | Elapsed Time: 1:54:43 ETA: 0:26:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1638.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1638.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1639 of 2020) |################ | Elapsed Time: 1:54:48 ETA: 0:27:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1639.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1639.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1640 of 2020) |################ | Elapsed Time: 1:54:51 ETA: 0:24:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1640.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1640.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1641 of 2020) |################ | Elapsed Time: 1:54:56 ETA: 0:26:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1641.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1641.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1642 of 2020) |################ | Elapsed Time: 1:55:00 ETA: 0:26:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1642.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1642.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1643 of 2020) |################ | Elapsed Time: 1:55:03 ETA: 0:22:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1643.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1643.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1644 of 2020) |################ | Elapsed Time: 1:55:08 ETA: 0:26:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1644.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1644.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1645 of 2020) |################ | Elapsed Time: 1:55:12 ETA: 0:24:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1645.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1645.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1646 of 2020) |################ | Elapsed Time: 1:55:15 ETA: 0:24:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1646.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1646.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1647 of 2020) |################ | Elapsed Time: 1:55:20 ETA: 0:25:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1647.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1647.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1648 of 2020) |################ | Elapsed Time: 1:55:24 ETA: 0:25:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1648.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1648.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1649 of 2020) |################ | Elapsed Time: 1:55:28 ETA: 0:22:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1649.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1649.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1650 of 2020) |################ | Elapsed Time: 1:55:32 ETA: 0:26:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1650.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1650.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1651 of 2020) |################ | Elapsed Time: 1:55:36 ETA: 0:25:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1651.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1651.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1652 of 2020) |################ | Elapsed Time: 1:55:40 ETA: 0:25:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1652.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1652.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1653 of 2020) |################ | Elapsed Time: 1:55:44 ETA: 0:26:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1653.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1653.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1654 of 2020) |################ | Elapsed Time: 1:55:48 ETA: 0:24:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1654.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1654.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1655 of 2020) |################ | Elapsed Time: 1:55:52 ETA: 0:23:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1655.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1655.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 81% (1656 of 2020) |################ | Elapsed Time: 1:55:56 ETA: 0:24:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1656.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1656.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1657 of 2020) |################ | Elapsed Time: 1:56:01 ETA: 0:26:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1657.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1657.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1658 of 2020) |################ | Elapsed Time: 1:56:05 ETA: 0:24:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1658.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1658.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1659 of 2020) |################ | Elapsed Time: 1:56:09 ETA: 0:26:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1659.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1659.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1660 of 2020) |################ | Elapsed Time: 1:56:13 ETA: 0:24:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1660.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1660.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1661 of 2020) |################ | Elapsed Time: 1:56:17 ETA: 0:22:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1661.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1661.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1662 of 2020) |################ | Elapsed Time: 1:56:21 ETA: 0:26:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1662.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1662.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1663 of 2020) |################ | Elapsed Time: 1:56:25 ETA: 0:24:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1663.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1663.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1664 of 2020) |################ | Elapsed Time: 1:56:29 ETA: 0:23:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1664.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1664.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1665 of 2020) |################ | Elapsed Time: 1:56:34 ETA: 0:25:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1665.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1665.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1666 of 2020) |################ | Elapsed Time: 1:56:38 ETA: 0:28:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1666.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1666.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1667 of 2020) |################ | Elapsed Time: 1:56:43 ETA: 0:24:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1667.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1667.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1668 of 2020) |################ | Elapsed Time: 1:56:47 ETA: 0:24:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1668.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1668.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1669 of 2020) |################ | Elapsed Time: 1:56:51 ETA: 0:22:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1669.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1669.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1670 of 2020) |################ | Elapsed Time: 1:56:55 ETA: 0:24:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1670.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1670.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1671 of 2020) |################ | Elapsed Time: 1:56:59 ETA: 0:23:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1671.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1671.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1672 of 2020) |################ | Elapsed Time: 1:57:03 ETA: 0:22:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1672.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1672.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1673 of 2020) |################ | Elapsed Time: 1:57:07 ETA: 0:25:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1673.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1673.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1674 of 2020) |################ | Elapsed Time: 1:57:11 ETA: 0:24:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1674.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1674.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1675 of 2020) |################ | Elapsed Time: 1:57:15 ETA: 0:21:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1675.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1675.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 82% (1676 of 2020) |################ | Elapsed Time: 1:57:19 ETA: 0:23:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1676.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1676.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1677 of 2020) |################ | Elapsed Time: 1:57:24 ETA: 0:24:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1677.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1677.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1678 of 2020) |################ | Elapsed Time: 1:57:27 ETA: 0:21:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1678.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1678.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1679 of 2020) |################ | Elapsed Time: 1:57:32 ETA: 0:23:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1679.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1679.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1680 of 2020) |################ | Elapsed Time: 1:57:36 ETA: 0:22:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1680.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1680.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1681 of 2020) |################ | Elapsed Time: 1:57:39 ETA: 0:21:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1681.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1681.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1682 of 2020) |################ | Elapsed Time: 1:57:44 ETA: 0:23:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1682.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1682.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1683 of 2020) |################ | Elapsed Time: 1:57:48 ETA: 0:22:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1683.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1683.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1684 of 2020) |################ | Elapsed Time: 1:57:51 ETA: 0:20:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1684.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1684.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1685 of 2020) |################ | Elapsed Time: 1:57:56 ETA: 0:25:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1685.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1685.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1686 of 2020) |################ | Elapsed Time: 1:58:00 ETA: 0:23:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1686.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1686.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1687 of 2020) |################ | Elapsed Time: 1:58:04 ETA: 0:21:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1687.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1687.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1688 of 2020) |################ | Elapsed Time: 1:58:08 ETA: 0:24:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1688.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1688.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1689 of 2020) |################ | Elapsed Time: 1:58:12 ETA: 0:22:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1689.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1689.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1690 of 2020) |################ | Elapsed Time: 1:58:16 ETA: 0:20:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1690.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1690.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1691 of 2020) |################ | Elapsed Time: 1:58:20 ETA: 0:22:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1691.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1691.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1692 of 2020) |################ | Elapsed Time: 1:58:24 ETA: 0:22:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1692.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1692.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1693 of 2020) |################ | Elapsed Time: 1:58:28 ETA: 0:20:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1693.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1693.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1694 of 2020) |################ | Elapsed Time: 1:58:32 ETA: 0:23:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1694.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1694.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1695 of 2020) |################ | Elapsed Time: 1:58:37 ETA: 0:21:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1695.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1695.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 83% (1696 of 2020) |################ | Elapsed Time: 1:58:40 ETA: 0:21:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1696.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1696.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1697 of 2020) |################ | Elapsed Time: 1:58:45 ETA: 0:24:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1697.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1697.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1698 of 2020) |################ | Elapsed Time: 1:58:49 ETA: 0:22:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1698.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1698.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1699 of 2020) |################ | Elapsed Time: 1:58:53 ETA: 0:20:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1699.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1699.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1700 of 2020) |################ | Elapsed Time: 1:58:57 ETA: 0:21:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1700.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1700.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1701 of 2020) |################ | Elapsed Time: 1:59:01 ETA: 0:21:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1701.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1701.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1702 of 2020) |################ | Elapsed Time: 1:59:05 ETA: 0:20:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1702.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1702.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1703 of 2020) |################ | Elapsed Time: 1:59:09 ETA: 0:23:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1703.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1703.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1704 of 2020) |################ | Elapsed Time: 1:59:14 ETA: 0:22:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1704.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1704.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1705 of 2020) |################ | Elapsed Time: 1:59:17 ETA: 0:19:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1705.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1705.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1706 of 2020) |################ | Elapsed Time: 1:59:22 ETA: 0:22:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1706.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1706.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1707 of 2020) |################ | Elapsed Time: 1:59:26 ETA: 0:21:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1707.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1707.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1708 of 2020) |################ | Elapsed Time: 1:59:30 ETA: 0:19:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1708.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1708.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1709 of 2020) |################ | Elapsed Time: 1:59:34 ETA: 0:21:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1709.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1709.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1710 of 2020) |################ | Elapsed Time: 1:59:38 ETA: 0:20:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1710.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1710.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1711 of 2020) |################ | Elapsed Time: 1:59:42 ETA: 0:21:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1711.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1711.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1712 of 2020) |################ | Elapsed Time: 1:59:46 ETA: 0:20:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1712.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1712.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1713 of 2020) |################ | Elapsed Time: 1:59:50 ETA: 0:20:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1713.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1713.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1714 of 2020) |################ | Elapsed Time: 1:59:54 ETA: 0:23:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1714.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1714.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1715 of 2020) |################ | Elapsed Time: 1:59:59 ETA: 0:20:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1715.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1715.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 84% (1716 of 2020) |################ | Elapsed Time: 2:00:02 ETA: 0:19:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1716.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1716.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1717 of 2020) |################# | Elapsed Time: 2:00:07 ETA: 0:21:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1717.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1717.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1718 of 2020) |################# | Elapsed Time: 2:00:11 ETA: 0:21:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1718.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1718.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1719 of 2020) |################# | Elapsed Time: 2:00:14 ETA: 0:18:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1719.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1719.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1720 of 2020) |################# | Elapsed Time: 2:00:19 ETA: 0:20:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1720.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1720.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1721 of 2020) |################# | Elapsed Time: 2:00:23 ETA: 0:20:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1721.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1721.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1722 of 2020) |################# | Elapsed Time: 2:00:27 ETA: 0:19:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1722.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1722.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1723 of 2020) |################# | Elapsed Time: 2:00:31 ETA: 0:20:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1723.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1723.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1724 of 2020) |################# | Elapsed Time: 2:00:35 ETA: 0:20:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1724.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1724.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1725 of 2020) |################# | Elapsed Time: 2:00:39 ETA: 0:19:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1725.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1725.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1726 of 2020) |################# | Elapsed Time: 2:00:43 ETA: 0:20:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1726.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1726.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1727 of 2020) |################# | Elapsed Time: 2:00:47 ETA: 0:19:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1727.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1727.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1728 of 2020) |################# | Elapsed Time: 2:00:51 ETA: 0:18:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1728.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1728.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1729 of 2020) |################# | Elapsed Time: 2:00:55 ETA: 0:21:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1729.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1729.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1730 of 2020) |################# | Elapsed Time: 2:01:00 ETA: 0:19:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1730.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1730.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1731 of 2020) |################# | Elapsed Time: 2:01:03 ETA: 0:17:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1731.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1731.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1732 of 2020) |################# | Elapsed Time: 2:01:08 ETA: 0:20:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1732.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1732.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1733 of 2020) |################# | Elapsed Time: 2:01:12 ETA: 0:19:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1733.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1733.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1734 of 2020) |################# | Elapsed Time: 2:01:15 ETA: 0:17:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1734.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1734.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1735 of 2020) |################# | Elapsed Time: 2:01:20 ETA: 0:20:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1735.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1735.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1736 of 2020) |################# | Elapsed Time: 2:01:24 ETA: 0:20:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1736.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1736.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 85% (1737 of 2020) |################# | Elapsed Time: 2:01:28 ETA: 0:18:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1737.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1737.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1738 of 2020) |################# | Elapsed Time: 2:01:32 ETA: 0:20:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1738.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1738.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1739 of 2020) |################# | Elapsed Time: 2:01:36 ETA: 0:19:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1739.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1739.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1740 of 2020) |################# | Elapsed Time: 2:01:40 ETA: 0:17:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1740.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1740.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1741 of 2020) |################# | Elapsed Time: 2:01:45 ETA: 0:19:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1741.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1741.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1742 of 2020) |################# | Elapsed Time: 2:01:49 ETA: 0:19:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1742.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1742.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1743 of 2020) |################# | Elapsed Time: 2:01:53 ETA: 0:18:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1743.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1743.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1744 of 2020) |################# | Elapsed Time: 2:01:57 ETA: 0:19:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1744.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1744.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1745 of 2020) |################# | Elapsed Time: 2:02:01 ETA: 0:17:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1745.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1745.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1746 of 2020) |################# | Elapsed Time: 2:02:05 ETA: 0:19:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1746.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1746.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1747 of 2020) |################# | Elapsed Time: 2:02:09 ETA: 0:18:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1747.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1747.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1748 of 2020) |################# | Elapsed Time: 2:02:13 ETA: 0:17:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1748.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1748.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1749 of 2020) |################# | Elapsed Time: 2:02:17 ETA: 0:19:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1749.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1749.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1750 of 2020) |################# | Elapsed Time: 2:02:22 ETA: 0:18:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1750.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1750.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1751 of 2020) |################# | Elapsed Time: 2:02:25 ETA: 0:17:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1751.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1751.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1752 of 2020) |################# | Elapsed Time: 2:02:30 ETA: 0:19:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1752.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1752.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1753 of 2020) |################# | Elapsed Time: 2:02:34 ETA: 0:19:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1753.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1753.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1754 of 2020) |################# | Elapsed Time: 2:02:38 ETA: 0:17:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1754.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1754.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1755 of 2020) |################# | Elapsed Time: 2:02:42 ETA: 0:18:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1755.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1755.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1756 of 2020) |################# | Elapsed Time: 2:02:47 ETA: 0:18:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1756.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1756.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 86% (1757 of 2020) |################# | Elapsed Time: 2:02:50 ETA: 0:16:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1757.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1757.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1758 of 2020) |################# | Elapsed Time: 2:02:54 ETA: 0:17:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1758.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1758.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1759 of 2020) |################# | Elapsed Time: 2:02:58 ETA: 0:18:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1759.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1759.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1760 of 2020) |################# | Elapsed Time: 2:03:02 ETA: 0:16:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1760.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1760.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1761 of 2020) |################# | Elapsed Time: 2:03:07 ETA: 0:18:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1761.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1761.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1762 of 2020) |################# | Elapsed Time: 2:03:11 ETA: 0:18:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1762.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1762.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1763 of 2020) |################# | Elapsed Time: 2:03:15 ETA: 0:17:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1763.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1763.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1764 of 2020) |################# | Elapsed Time: 2:03:19 ETA: 0:18:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1764.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1764.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1765 of 2020) |################# | Elapsed Time: 2:03:23 ETA: 0:17:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1765.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1765.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1766 of 2020) |################# | Elapsed Time: 2:03:27 ETA: 0:16:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1766.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1766.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1767 of 2020) |################# | Elapsed Time: 2:03:32 ETA: 0:18:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1767.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1767.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1768 of 2020) |################# | Elapsed Time: 2:03:36 ETA: 0:18:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1768.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1768.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1769 of 2020) |################# | Elapsed Time: 2:03:40 ETA: 0:15:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1769.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1769.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1770 of 2020) |################# | Elapsed Time: 2:03:44 ETA: 0:18:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1770.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1770.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1771 of 2020) |################# | Elapsed Time: 2:03:48 ETA: 0:17:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1771.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1771.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1772 of 2020) |################# | Elapsed Time: 2:03:52 ETA: 0:16:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1772.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1772.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1773 of 2020) |################# | Elapsed Time: 2:03:57 ETA: 0:17:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1773.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1773.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1774 of 2020) |################# | Elapsed Time: 2:04:01 ETA: 0:16:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1774.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1774.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1775 of 2020) |################# | Elapsed Time: 2:04:04 ETA: 0:15:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1775.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1775.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1776 of 2020) |################# | Elapsed Time: 2:04:09 ETA: 0:16:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1776.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1776.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 87% (1777 of 2020) |################# | Elapsed Time: 2:04:13 ETA: 0:16:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1777.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1777.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1778 of 2020) |################# | Elapsed Time: 2:04:16 ETA: 0:14:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1778.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1778.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1779 of 2020) |################# | Elapsed Time: 2:04:21 ETA: 0:17:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1779.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1779.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1780 of 2020) |################# | Elapsed Time: 2:04:25 ETA: 0:15:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1780.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1780.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1781 of 2020) |################# | Elapsed Time: 2:04:29 ETA: 0:16:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1781.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1781.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1782 of 2020) |################# | Elapsed Time: 2:04:33 ETA: 0:16:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1782.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1782.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1783 of 2020) |################# | Elapsed Time: 2:04:37 ETA: 0:15:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1783.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1783.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1784 of 2020) |################# | Elapsed Time: 2:04:41 ETA: 0:16:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1784.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1784.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1785 of 2020) |################# | Elapsed Time: 2:04:45 ETA: 0:16:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1785.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1785.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1786 of 2020) |################# | Elapsed Time: 2:04:49 ETA: 0:14:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1786.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1786.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1787 of 2020) |################# | Elapsed Time: 2:04:53 ETA: 0:16:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1787.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1787.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1788 of 2020) |################# | Elapsed Time: 2:04:57 ETA: 0:14:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1788.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1788.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1789 of 2020) |################# | Elapsed Time: 2:05:01 ETA: 0:16:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1789.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1789.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1790 of 2020) |################# | Elapsed Time: 2:05:06 ETA: 0:15:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1790.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1790.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1791 of 2020) |################# | Elapsed Time: 2:05:10 ETA: 0:15:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1791.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1791.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1792 of 2020) |################# | Elapsed Time: 2:05:14 ETA: 0:16:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1792.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1792.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1793 of 2020) |################# | Elapsed Time: 2:05:18 ETA: 0:15:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1793.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1793.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1794 of 2020) |################# | Elapsed Time: 2:05:22 ETA: 0:14:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1794.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1794.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1795 of 2020) |################# | Elapsed Time: 2:05:26 ETA: 0:16:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1795.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1795.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1796 of 2020) |################# | Elapsed Time: 2:05:30 ETA: 0:14:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1796.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1796.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 88% (1797 of 2020) |################# | Elapsed Time: 2:05:34 ETA: 0:15:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1797.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1797.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1798 of 2020) |################# | Elapsed Time: 2:05:39 ETA: 0:15:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1798.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1798.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1799 of 2020) |################# | Elapsed Time: 2:05:42 ETA: 0:14:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1799.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1799.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1800 of 2020) |################# | Elapsed Time: 2:05:47 ETA: 0:15:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1800.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1800.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1801 of 2020) |################# | Elapsed Time: 2:05:51 ETA: 0:14:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1801.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1801.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1802 of 2020) |################# | Elapsed Time: 2:05:55 ETA: 0:14:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1802.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1802.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1803 of 2020) |################# | Elapsed Time: 2:05:59 ETA: 0:15:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1803.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1803.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1804 of 2020) |################# | Elapsed Time: 2:06:03 ETA: 0:14:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1804.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1804.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1805 of 2020) |################# | Elapsed Time: 2:06:07 ETA: 0:13:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1805.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1805.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1806 of 2020) |################# | Elapsed Time: 2:06:11 ETA: 0:15:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1806.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1806.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1807 of 2020) |################# | Elapsed Time: 2:06:15 ETA: 0:15:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1807.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1807.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1808 of 2020) |################# | Elapsed Time: 2:06:20 ETA: 0:15:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1808.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1808.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1809 of 2020) |################# | Elapsed Time: 2:06:24 ETA: 0:15:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1809.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1809.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1810 of 2020) |################# | Elapsed Time: 2:06:28 ETA: 0:13:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1810.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1810.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1811 of 2020) |################# | Elapsed Time: 2:06:32 ETA: 0:15:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1811.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1811.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1812 of 2020) |################# | Elapsed Time: 2:06:36 ETA: 0:14:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1812.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1812.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1813 of 2020) |################# | Elapsed Time: 2:06:40 ETA: 0:13:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1813.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1813.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1814 of 2020) |################# | Elapsed Time: 2:06:45 ETA: 0:15:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1814.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1814.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1815 of 2020) |################# | Elapsed Time: 2:06:49 ETA: 0:13:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1815.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1815.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1816 of 2020) |################# | Elapsed Time: 2:06:53 ETA: 0:14:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1816.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1816.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 89% (1817 of 2020) |################# | Elapsed Time: 2:06:57 ETA: 0:15:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1817.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1817.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1818 of 2020) |################## | Elapsed Time: 2:07:01 ETA: 0:12:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1818.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1818.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1819 of 2020) |################## | Elapsed Time: 2:07:05 ETA: 0:13:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1819.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1819.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1820 of 2020) |################## | Elapsed Time: 2:07:09 ETA: 0:13:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1820.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1820.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1821 of 2020) |################## | Elapsed Time: 2:07:13 ETA: 0:12:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1821.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1821.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1822 of 2020) |################## | Elapsed Time: 2:07:17 ETA: 0:13:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1822.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1822.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1823 of 2020) |################## | Elapsed Time: 2:07:21 ETA: 0:13:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1823.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1823.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1824 of 2020) |################## | Elapsed Time: 2:07:25 ETA: 0:12:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1824.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1824.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1825 of 2020) |################## | Elapsed Time: 2:07:29 ETA: 0:13:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1825.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1825.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1826 of 2020) |################## | Elapsed Time: 2:07:34 ETA: 0:13:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1826.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1826.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1827 of 2020) |################## | Elapsed Time: 2:07:37 ETA: 0:11:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1827.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1827.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1828 of 2020) |################## | Elapsed Time: 2:07:41 ETA: 0:13:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1828.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1828.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1829 of 2020) |################## | Elapsed Time: 2:07:45 ETA: 0:13:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1829.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1829.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1830 of 2020) |################## | Elapsed Time: 2:07:49 ETA: 0:12:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1830.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1830.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1831 of 2020) |################## | Elapsed Time: 2:07:54 ETA: 0:13:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1831.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1831.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1832 of 2020) |################## | Elapsed Time: 2:07:58 ETA: 0:13:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1832.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1832.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1833 of 2020) |################## | Elapsed Time: 2:08:02 ETA: 0:11:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1833.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1833.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1834 of 2020) |################## | Elapsed Time: 2:08:06 ETA: 0:13:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1834.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1834.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1835 of 2020) |################## | Elapsed Time: 2:08:10 ETA: 0:13:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1835.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1835.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1836 of 2020) |################## | Elapsed Time: 2:08:14 ETA: 0:12:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1836.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1836.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1837 of 2020) |################## | Elapsed Time: 2:08:18 ETA: 0:12:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1837.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1837.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 90% (1838 of 2020) |################## | Elapsed Time: 2:08:23 ETA: 0:12:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1838.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1838.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1839 of 2020) |################## | Elapsed Time: 2:08:26 ETA: 0:11:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1839.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1839.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1840 of 2020) |################## | Elapsed Time: 2:08:31 ETA: 0:12:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1840.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1840.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1841 of 2020) |################## | Elapsed Time: 2:08:35 ETA: 0:11:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1841.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1841.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1842 of 2020) |################## | Elapsed Time: 2:08:39 ETA: 0:12:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1842.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1842.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1843 of 2020) |################## | Elapsed Time: 2:08:43 ETA: 0:11:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1843.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1843.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1844 of 2020) |################## | Elapsed Time: 2:08:46 ETA: 0:10:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1844.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1844.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1845 of 2020) |################## | Elapsed Time: 2:08:51 ETA: 0:12:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1845.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1845.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1846 of 2020) |################## | Elapsed Time: 2:08:55 ETA: 0:11:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1846.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1846.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1847 of 2020) |################## | Elapsed Time: 2:08:58 ETA: 0:10:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1847.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1847.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1848 of 2020) |################## | Elapsed Time: 2:09:03 ETA: 0:11:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1848.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1848.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1849 of 2020) |################## | Elapsed Time: 2:09:07 ETA: 0:11:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1849.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1849.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1850 of 2020) |################## | Elapsed Time: 2:09:11 ETA: 0:11:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1850.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1850.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1851 of 2020) |################## | Elapsed Time: 2:09:15 ETA: 0:11:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1851.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1851.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1852 of 2020) |################## | Elapsed Time: 2:09:19 ETA: 0:11:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1852.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1852.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1853 of 2020) |################## | Elapsed Time: 2:09:23 ETA: 0:10:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1853.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1853.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1854 of 2020) |################## | Elapsed Time: 2:09:27 ETA: 0:11:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1854.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1854.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1855 of 2020) |################## | Elapsed Time: 2:09:31 ETA: 0:11:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1855.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1855.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1856 of 2020) |################## | Elapsed Time: 2:09:35 ETA: 0:10:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1856.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1856.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1857 of 2020) |################## | Elapsed Time: 2:09:39 ETA: 0:12:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1857.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1857.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 91% (1858 of 2020) |################## | Elapsed Time: 2:09:44 ETA: 0:11:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1858.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1858.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1859 of 2020) |################## | Elapsed Time: 2:09:47 ETA: 0:10:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1859.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1859.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1860 of 2020) |################## | Elapsed Time: 2:09:52 ETA: 0:11:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1860.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1860.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1861 of 2020) |################## | Elapsed Time: 2:09:56 ETA: 0:10:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1861.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1861.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1862 of 2020) |################## | Elapsed Time: 2:10:00 ETA: 0:10:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1862.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1862.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1863 of 2020) |################## | Elapsed Time: 2:10:04 ETA: 0:11:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1863.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1863.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1864 of 2020) |################## | Elapsed Time: 2:10:08 ETA: 0:10:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1864.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1864.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1865 of 2020) |################## | Elapsed Time: 2:10:12 ETA: 0:10:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1865.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1865.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1866 of 2020) |################## | Elapsed Time: 2:10:16 ETA: 0:10:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1866.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1866.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1867 of 2020) |################## | Elapsed Time: 2:10:20 ETA: 0:10:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1867.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1867.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1868 of 2020) |################## | Elapsed Time: 2:10:24 ETA: 0:09:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1868.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1868.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1869 of 2020) |################## | Elapsed Time: 2:10:28 ETA: 0:10:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1869.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1869.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1870 of 2020) |################## | Elapsed Time: 2:10:32 ETA: 0:09:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1870.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1870.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1871 of 2020) |################## | Elapsed Time: 2:10:36 ETA: 0:10:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1871.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1871.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1872 of 2020) |################## | Elapsed Time: 2:10:40 ETA: 0:10:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1872.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1872.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1873 of 2020) |################## | Elapsed Time: 2:10:44 ETA: 0:09:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1873.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1873.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1874 of 2020) |################## | Elapsed Time: 2:10:48 ETA: 0:10:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1874.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1874.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1875 of 2020) |################## | Elapsed Time: 2:10:52 ETA: 0:10:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1875.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1875.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1876 of 2020) |################## | Elapsed Time: 2:10:56 ETA: 0:09:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1876.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1876.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1877 of 2020) |################## | Elapsed Time: 2:11:01 ETA: 0:09:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1877.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1877.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 92% (1878 of 2020) |################## | Elapsed Time: 2:11:05 ETA: 0:10:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1878.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1878.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1879 of 2020) |################## | Elapsed Time: 2:11:09 ETA: 0:08:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1879.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1879.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1880 of 2020) |################## | Elapsed Time: 2:11:13 ETA: 0:10:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1880.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1880.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1881 of 2020) |################## | Elapsed Time: 2:11:17 ETA: 0:09:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1881.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1881.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1882 of 2020) |################## | Elapsed Time: 2:11:21 ETA: 0:08:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1882.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1882.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1883 of 2020) |################## | Elapsed Time: 2:11:26 ETA: 0:09:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1883.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1883.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1884 of 2020) |################## | Elapsed Time: 2:11:30 ETA: 0:09:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1884.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1884.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1885 of 2020) |################## | Elapsed Time: 2:11:33 ETA: 0:08:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1885.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1885.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1886 of 2020) |################## | Elapsed Time: 2:11:38 ETA: 0:09:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1886.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1886.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1887 of 2020) |################## | Elapsed Time: 2:11:42 ETA: 0:08:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1887.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1887.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1888 of 2020) |################## | Elapsed Time: 2:11:45 ETA: 0:07:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1888.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1888.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1889 of 2020) |################## | Elapsed Time: 2:11:50 ETA: 0:09:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1889.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1889.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1890 of 2020) |################## | Elapsed Time: 2:11:54 ETA: 0:09:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1890.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1890.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1891 of 2020) |################## | Elapsed Time: 2:11:58 ETA: 0:08:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1891.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1891.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1892 of 2020) |################## | Elapsed Time: 2:12:02 ETA: 0:09:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1892.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1892.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1893 of 2020) |################## | Elapsed Time: 2:12:06 ETA: 0:08:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1893.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1893.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1894 of 2020) |################## | Elapsed Time: 2:12:10 ETA: 0:08:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1894.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1894.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1895 of 2020) |################## | Elapsed Time: 2:12:14 ETA: 0:08:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1895.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1895.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1896 of 2020) |################## | Elapsed Time: 2:12:18 ETA: 0:08:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1896.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1896.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1897 of 2020) |################## | Elapsed Time: 2:12:22 ETA: 0:08:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1897.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1897.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 93% (1898 of 2020) |################## | Elapsed Time: 2:12:26 ETA: 0:08:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1898.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1898.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1899 of 2020) |################## | Elapsed Time: 2:12:30 ETA: 0:07:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1899.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1899.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1900 of 2020) |################## | Elapsed Time: 2:12:34 ETA: 0:07:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1900.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1900.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1901 of 2020) |################## | Elapsed Time: 2:12:38 ETA: 0:08:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1901.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1901.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1902 of 2020) |################## | Elapsed Time: 2:12:42 ETA: 0:08:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1902.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1902.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1903 of 2020) |################## | Elapsed Time: 2:12:46 ETA: 0:07:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1903.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1903.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1904 of 2020) |################## | Elapsed Time: 2:12:50 ETA: 0:08:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1904.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1904.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1905 of 2020) |################## | Elapsed Time: 2:12:54 ETA: 0:07:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1905.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1905.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1906 of 2020) |################## | Elapsed Time: 2:12:58 ETA: 0:07:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1906.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1906.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1907 of 2020) |################## | Elapsed Time: 2:13:02 ETA: 0:07:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1907.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1907.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1908 of 2020) |################## | Elapsed Time: 2:13:06 ETA: 0:07:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1908.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1908.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1909 of 2020) |################## | Elapsed Time: 2:13:10 ETA: 0:07:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1909.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1909.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1910 of 2020) |################## | Elapsed Time: 2:13:15 ETA: 0:07:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1910.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1910.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1911 of 2020) |################## | Elapsed Time: 2:13:19 ETA: 0:07:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1911.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1911.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1912 of 2020) |################## | Elapsed Time: 2:13:23 ETA: 0:07:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1912.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1912.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1913 of 2020) |################## | Elapsed Time: 2:13:27 ETA: 0:07:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1913.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1913.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1914 of 2020) |################## | Elapsed Time: 2:13:31 ETA: 0:07:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1914.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1914.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1915 of 2020) |################## | Elapsed Time: 2:13:35 ETA: 0:06:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1915.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1915.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1916 of 2020) |################## | Elapsed Time: 2:13:39 ETA: 0:07:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1916.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1916.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1917 of 2020) |################## | Elapsed Time: 2:13:44 ETA: 0:07:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1917.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1917.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 94% (1918 of 2020) |################## | Elapsed Time: 2:13:48 ETA: 0:06:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1918.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1918.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1919 of 2020) |################### | Elapsed Time: 2:13:52 ETA: 0:07:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1919.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1919.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1920 of 2020) |################### | Elapsed Time: 2:13:56 ETA: 0:06:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1920.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1920.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1921 of 2020) |################### | Elapsed Time: 2:14:00 ETA: 0:06:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1921.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1921.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1922 of 2020) |################### | Elapsed Time: 2:14:04 ETA: 0:06:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1922.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1922.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1923 of 2020) |################### | Elapsed Time: 2:14:09 ETA: 0:06:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1923.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1923.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1924 of 2020) |################### | Elapsed Time: 2:14:12 ETA: 0:06:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1924.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1924.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1925 of 2020) |################### | Elapsed Time: 2:14:17 ETA: 0:06:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1925.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1925.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1926 of 2020) |################### | Elapsed Time: 2:14:21 ETA: 0:06:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1926.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1926.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1927 of 2020) |################### | Elapsed Time: 2:14:25 ETA: 0:06:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1927.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1927.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1928 of 2020) |################### | Elapsed Time: 2:14:29 ETA: 0:06:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1928.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1928.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1929 of 2020) |################### | Elapsed Time: 2:14:33 ETA: 0:06:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1929.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1929.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1930 of 2020) |################### | Elapsed Time: 2:14:38 ETA: 0:06:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1930.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1930.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1931 of 2020) |################### | Elapsed Time: 2:14:42 ETA: 0:06:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1931.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1931.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1932 of 2020) |################### | Elapsed Time: 2:14:46 ETA: 0:05:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1932.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1932.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1933 of 2020) |################### | Elapsed Time: 2:14:50 ETA: 0:06:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1933.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1933.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1934 of 2020) |################### | Elapsed Time: 2:14:54 ETA: 0:05:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1934.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1934.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1935 of 2020) |################### | Elapsed Time: 2:14:58 ETA: 0:05:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1935.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1935.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1936 of 2020) |################### | Elapsed Time: 2:15:03 ETA: 0:05:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1936.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1936.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1937 of 2020) |################### | Elapsed Time: 2:15:06 ETA: 0:05:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1937.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1937.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1938 of 2020) |################### | Elapsed Time: 2:15:11 ETA: 0:05:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1938.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1938.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 95% (1939 of 2020) |################### | Elapsed Time: 2:15:15 ETA: 0:05:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1939.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1939.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1940 of 2020) |################### | Elapsed Time: 2:15:18 ETA: 0:04:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1940.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1940.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1941 of 2020) |################### | Elapsed Time: 2:15:23 ETA: 0:05:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1941.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1941.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1942 of 2020) |################### | Elapsed Time: 2:15:27 ETA: 0:05:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1942.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1942.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1943 of 2020) |################### | Elapsed Time: 2:15:30 ETA: 0:04:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1943.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1943.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1944 of 2020) |################### | Elapsed Time: 2:15:35 ETA: 0:05:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1944.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1944.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1945 of 2020) |################### | Elapsed Time: 2:15:39 ETA: 0:05:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1945.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1945.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1946 of 2020) |################### | Elapsed Time: 2:15:43 ETA: 0:04:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1946.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1946.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1947 of 2020) |################### | Elapsed Time: 2:15:47 ETA: 0:05:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1947.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1947.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1948 of 2020) |################### | Elapsed Time: 2:15:52 ETA: 0:05:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1948.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1948.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1949 of 2020) |################### | Elapsed Time: 2:15:55 ETA: 0:04:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1949.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1949.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1950 of 2020) |################### | Elapsed Time: 2:16:00 ETA: 0:05:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1950.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1950.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1951 of 2020) |################### | Elapsed Time: 2:16:04 ETA: 0:04:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1951.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1951.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1952 of 2020) |################### | Elapsed Time: 2:16:08 ETA: 0:04:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1952.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1952.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1953 of 2020) |################### | Elapsed Time: 2:16:12 ETA: 0:04:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1953.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1953.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1954 of 2020) |################### | Elapsed Time: 2:16:16 ETA: 0:04:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1954.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1954.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1955 of 2020) |################### | Elapsed Time: 2:16:20 ETA: 0:04:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1955.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1955.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1956 of 2020) |################### | Elapsed Time: 2:16:25 ETA: 0:04:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1956.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1956.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1957 of 2020) |################### | Elapsed Time: 2:16:29 ETA: 0:04:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1957.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1957.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1958 of 2020) |################### | Elapsed Time: 2:16:33 ETA: 0:04:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1958.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1958.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 96% (1959 of 2020) |################### | Elapsed Time: 2:16:37 ETA: 0:04:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1959.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1959.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1960 of 2020) |################### | Elapsed Time: 2:16:41 ETA: 0:03:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1960.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1960.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1961 of 2020) |################### | Elapsed Time: 2:16:46 ETA: 0:04:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1961.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1961.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1962 of 2020) |################### | Elapsed Time: 2:16:50 ETA: 0:03:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1962.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1962.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1963 of 2020) |################### | Elapsed Time: 2:16:54 ETA: 0:03:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1963.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1963.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1964 of 2020) |################### | Elapsed Time: 2:16:58 ETA: 0:03:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1964.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1964.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1965 of 2020) |################### | Elapsed Time: 2:17:02 ETA: 0:03:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1965.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1965.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1966 of 2020) |################### | Elapsed Time: 2:17:06 ETA: 0:03:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1966.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1966.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1967 of 2020) |################### | Elapsed Time: 2:17:10 ETA: 0:03:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1967.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1967.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1968 of 2020) |################### | Elapsed Time: 2:17:14 ETA: 0:03:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1968.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1968.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1969 of 2020) |################### | Elapsed Time: 2:17:18 ETA: 0:03:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1969.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1969.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1970 of 2020) |################### | Elapsed Time: 2:17:22 ETA: 0:03:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1970.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1970.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1971 of 2020) |################### | Elapsed Time: 2:17:26 ETA: 0:03:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1971.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1971.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1972 of 2020) |################### | Elapsed Time: 2:17:30 ETA: 0:03:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1972.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1972.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1973 of 2020) |################### | Elapsed Time: 2:17:34 ETA: 0:03:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1973.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1973.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1974 of 2020) |################### | Elapsed Time: 2:17:38 ETA: 0:03:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1974.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1974.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1975 of 2020) |################### | Elapsed Time: 2:17:43 ETA: 0:03:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1975.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1975.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1976 of 2020) |################### | Elapsed Time: 2:17:46 ETA: 0:02:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1976.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1976.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1977 of 2020) |################### | Elapsed Time: 2:17:51 ETA: 0:03:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1977.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1977.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1978 of 2020) |################### | Elapsed Time: 2:17:55 ETA: 0:02:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1978.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1978.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 97% (1979 of 2020) |################### | Elapsed Time: 2:17:59 ETA: 0:02:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1979.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1979.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1980 of 2020) |################### | Elapsed Time: 2:18:03 ETA: 0:02:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1980.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1980.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1981 of 2020) |################### | Elapsed Time: 2:18:07 ETA: 0:02:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1981.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1981.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1982 of 2020) |################### | Elapsed Time: 2:18:11 ETA: 0:02:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1982.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1982.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1983 of 2020) |################### | Elapsed Time: 2:18:16 ETA: 0:02:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1983.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1983.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1984 of 2020) |################### | Elapsed Time: 2:18:20 ETA: 0:02:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1984.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1984.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1985 of 2020) |################### | Elapsed Time: 2:18:24 ETA: 0:02:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1985.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1985.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1986 of 2020) |################### | Elapsed Time: 2:18:28 ETA: 0:02:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1986.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1986.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1987 of 2020) |################### | Elapsed Time: 2:18:32 ETA: 0:02:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1987.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1987.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1988 of 2020) |################### | Elapsed Time: 2:18:36 ETA: 0:02:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1988.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1988.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1989 of 2020) |################### | Elapsed Time: 2:18:40 ETA: 0:02:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1989.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1989.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1990 of 2020) |################### | Elapsed Time: 2:18:44 ETA: 0:01:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1990.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1990.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1991 of 2020) |################### | Elapsed Time: 2:18:48 ETA: 0:02:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1991.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1991.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1992 of 2020) |################### | Elapsed Time: 2:18:53 ETA: 0:01:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1992.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1992.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1993 of 2020) |################### | Elapsed Time: 2:18:56 ETA: 0:01:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1993.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1993.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1994 of 2020) |################### | Elapsed Time: 2:19:01 ETA: 0:01:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1994.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1994.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1995 of 2020) |################### | Elapsed Time: 2:19:05 ETA: 0:01:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1995.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1995.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1996 of 2020) |################### | Elapsed Time: 2:19:09 ETA: 0:01:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1996.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1996.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1997 of 2020) |################### | Elapsed Time: 2:19:13 ETA: 0:01:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1997.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1997.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1998 of 2020) |################### | Elapsed Time: 2:19:17 ETA: 0:01:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1998.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1998.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 98% (1999 of 2020) |################### | Elapsed Time: 2:19:21 ETA: 0:01:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1999.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_1999.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:48 ETA: 00:00:00
Total test loss: 3.1364482233524322 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2000.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2000.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2001 of 2020) |################### | Elapsed Time: 2:21:18 ETA: 0:35:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2001.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2001.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2002 of 2020) |################### | Elapsed Time: 2:21:22 ETA: 0:01:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2002.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2002.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2003 of 2020) |################### | Elapsed Time: 2:21:27 ETA: 0:01:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2003.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2003.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2004 of 2020) |################### | Elapsed Time: 2:21:30 ETA: 0:01:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2004.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2004.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2005 of 2020) |################### | Elapsed Time: 2:21:35 ETA: 0:01:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2005.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2005.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2006 of 2020) |################### | Elapsed Time: 2:21:39 ETA: 0:01:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2006.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2006.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2007 of 2020) |################### | Elapsed Time: 2:21:43 ETA: 0:00:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2007.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2007.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2008 of 2020) |################### | Elapsed Time: 2:21:47 ETA: 0:00:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2008.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2008.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2009 of 2020) |################### | Elapsed Time: 2:21:51 ETA: 0:00:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2009.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2009.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2010 of 2020) |################### | Elapsed Time: 2:21:55 ETA: 0:00:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2010.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2010.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2011 of 2020) |################### | Elapsed Time: 2:21:59 ETA: 0:00:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2011.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2011.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2012 of 2020) |################### | Elapsed Time: 2:22:03 ETA: 0:00:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2012.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2012.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2013 of 2020) |################### | Elapsed Time: 2:22:08 ETA: 0:00:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2013.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2013.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2014 of 2020) |################### | Elapsed Time: 2:22:12 ETA: 0:00:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2014.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2014.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2015 of 2020) |################### | Elapsed Time: 2:22:16 ETA: 0:00:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2015.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2015.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2016 of 2020) |################### | Elapsed Time: 2:22:20 ETA: 0:00:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2016.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2016.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2017 of 2020) |################### | Elapsed Time: 2:22:24 ETA: 0:00:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2017.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2017.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2018 of 2020) |################### | Elapsed Time: 2:22:28 ETA: 0:00:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2018.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2018.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 99% (2019 of 2020) |################### | Elapsed Time: 2:22:32 ETA: 0:00:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2019.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2019.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 100% (2020 of 2020) |####################| Elapsed Time: 2:22:36 ETA: 00:00:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2020.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch3_2020.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.
Epoch 4 of 10 Epochs Training:
N/A% (0 of 2020) | | Elapsed Time: 0:00:00 ETA: --:--:--
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (2 of 2020) | | Elapsed Time: 0:00:03 ETA: 1:03:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_2.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_2.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (3 of 2020) | | Elapsed Time: 0:00:08 ETA: 2:34:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_3.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_3.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (4 of 2020) | | Elapsed Time: 0:00:12 ETA: 2:16:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_4.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_4.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (5 of 2020) | | Elapsed Time: 0:00:16 ETA: 2:19:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_5.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_5.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (6 of 2020) | | Elapsed Time: 0:00:21 ETA: 2:27:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_6.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_6.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (7 of 2020) | | Elapsed Time: 0:00:24 ETA: 2:11:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_7.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_7.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (8 of 2020) | | Elapsed Time: 0:00:29 ETA: 2:21:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_8.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_8.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (9 of 2020) | | Elapsed Time: 0:00:33 ETA: 2:21:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_9.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_9.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (10 of 2020) | | Elapsed Time: 0:00:37 ETA: 2:08:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_10.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_10.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (11 of 2020) | | Elapsed Time: 0:00:41 ETA: 2:30:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_11.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_11.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (12 of 2020) | | Elapsed Time: 0:00:45 ETA: 2:09:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_12.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_12.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (13 of 2020) | | Elapsed Time: 0:00:49 ETA: 2:26:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_13.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_13.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (14 of 2020) | | Elapsed Time: 0:00:54 ETA: 2:18:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_14.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_14.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (15 of 2020) | | Elapsed Time: 0:00:57 ETA: 1:59:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_15.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_15.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (16 of 2020) | | Elapsed Time: 0:01:01 ETA: 2:15:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_16.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_16.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (17 of 2020) | | Elapsed Time: 0:01:05 ETA: 2:17:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_17.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_17.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (18 of 2020) | | Elapsed Time: 0:01:09 ETA: 2:11:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_18.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_18.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (19 of 2020) | | Elapsed Time: 0:01:14 ETA: 2:23:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_19.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_19.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 0% (20 of 2020) | | Elapsed Time: 0:01:18 ETA: 2:27:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_20.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_20.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (21 of 2020) | | Elapsed Time: 0:01:22 ETA: 2:06:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_21.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_21.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (22 of 2020) | | Elapsed Time: 0:01:26 ETA: 2:20:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_22.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_22.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (23 of 2020) | | Elapsed Time: 0:01:30 ETA: 2:27:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_23.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_23.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (24 of 2020) | | Elapsed Time: 0:01:34 ETA: 2:09:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_24.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_24.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (25 of 2020) | | Elapsed Time: 0:01:39 ETA: 2:20:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_25.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_25.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (26 of 2020) | | Elapsed Time: 0:01:43 ETA: 2:30:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_26.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_26.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (27 of 2020) | | Elapsed Time: 0:01:47 ETA: 2:12:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_27.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_27.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (28 of 2020) | | Elapsed Time: 0:01:52 ETA: 2:32:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_28.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_28.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (29 of 2020) | | Elapsed Time: 0:01:55 ETA: 2:05:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_29.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_29.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (30 of 2020) | | Elapsed Time: 0:02:00 ETA: 2:16:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_30.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_30.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (31 of 2020) | | Elapsed Time: 0:02:04 ETA: 2:20:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_31.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_31.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (32 of 2020) | | Elapsed Time: 0:02:08 ETA: 2:08:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_32.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_32.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (33 of 2020) | | Elapsed Time: 0:02:12 ETA: 2:27:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_33.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_33.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (34 of 2020) | | Elapsed Time: 0:02:16 ETA: 2:21:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_34.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_34.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (35 of 2020) | | Elapsed Time: 0:02:20 ETA: 2:06:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_35.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_35.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (36 of 2020) | | Elapsed Time: 0:02:24 ETA: 2:18:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_36.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_36.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (37 of 2020) | | Elapsed Time: 0:02:29 ETA: 2:13:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_37.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_37.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (38 of 2020) | | Elapsed Time: 0:02:32 ETA: 2:07:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_38.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_38.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (39 of 2020) | | Elapsed Time: 0:02:37 ETA: 2:18:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_39.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_39.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 1% (40 of 2020) | | Elapsed Time: 0:02:41 ETA: 2:19:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_40.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_40.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (41 of 2020) | | Elapsed Time: 0:02:45 ETA: 2:09:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_41.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_41.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (42 of 2020) | | Elapsed Time: 0:02:49 ETA: 2:34:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_42.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_42.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (43 of 2020) | | Elapsed Time: 0:02:54 ETA: 2:15:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_43.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_43.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (44 of 2020) | | Elapsed Time: 0:02:58 ETA: 2:10:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_44.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_44.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (45 of 2020) | | Elapsed Time: 0:03:02 ETA: 2:19:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_45.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_45.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (46 of 2020) | | Elapsed Time: 0:03:06 ETA: 2:19:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_46.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_46.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (47 of 2020) | | Elapsed Time: 0:03:10 ETA: 2:14:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_47.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_47.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (48 of 2020) | | Elapsed Time: 0:03:14 ETA: 2:11:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_48.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_48.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (49 of 2020) | | Elapsed Time: 0:03:18 ETA: 2:12:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_49.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_49.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (50 of 2020) | | Elapsed Time: 0:03:22 ETA: 2:14:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_50.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_50.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (51 of 2020) | | Elapsed Time: 0:03:27 ETA: 2:27:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_51.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_51.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (52 of 2020) | | Elapsed Time: 0:03:31 ETA: 2:13:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_52.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_52.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (53 of 2020) | | Elapsed Time: 0:03:34 ETA: 2:01:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_53.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_53.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (54 of 2020) | | Elapsed Time: 0:03:39 ETA: 2:16:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_54.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_54.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (55 of 2020) | | Elapsed Time: 0:03:43 ETA: 2:18:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_55.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_55.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (56 of 2020) | | Elapsed Time: 0:03:47 ETA: 2:08:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_56.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_56.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (57 of 2020) | | Elapsed Time: 0:03:51 ETA: 2:18:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_57.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_57.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (58 of 2020) | | Elapsed Time: 0:03:55 ETA: 2:14:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_58.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_58.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (59 of 2020) | | Elapsed Time: 0:03:59 ETA: 2:07:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_59.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_59.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 2% (60 of 2020) | | Elapsed Time: 0:04:03 ETA: 2:17:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_60.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_60.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (61 of 2020) | | Elapsed Time: 0:04:08 ETA: 2:20:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_61.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_61.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (62 of 2020) | | Elapsed Time: 0:04:12 ETA: 2:12:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_62.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_62.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (63 of 2020) | | Elapsed Time: 0:04:16 ETA: 2:19:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_63.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_63.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (64 of 2020) | | Elapsed Time: 0:04:20 ETA: 2:13:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_64.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_64.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (65 of 2020) | | Elapsed Time: 0:04:24 ETA: 2:03:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_65.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_65.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (66 of 2020) | | Elapsed Time: 0:04:28 ETA: 2:22:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_66.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_66.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (67 of 2020) | | Elapsed Time: 0:04:33 ETA: 2:28:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_67.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_67.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (68 of 2020) | | Elapsed Time: 0:04:37 ETA: 2:06:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_68.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_68.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (69 of 2020) | | Elapsed Time: 0:04:41 ETA: 2:14:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_69.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_69.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (70 of 2020) | | Elapsed Time: 0:04:45 ETA: 2:19:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_70.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_70.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (71 of 2020) | | Elapsed Time: 0:04:49 ETA: 2:08:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_71.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_71.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (72 of 2020) | | Elapsed Time: 0:04:53 ETA: 2:13:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_72.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_72.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (73 of 2020) | | Elapsed Time: 0:04:57 ETA: 2:18:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_73.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_73.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (74 of 2020) | | Elapsed Time: 0:05:01 ETA: 2:02:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_74.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_74.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (75 of 2020) | | Elapsed Time: 0:05:05 ETA: 2:15:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_75.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_75.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (76 of 2020) | | Elapsed Time: 0:05:09 ETA: 2:11:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_76.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_76.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (77 of 2020) | | Elapsed Time: 0:05:13 ETA: 2:15:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_77.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_77.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (78 of 2020) | | Elapsed Time: 0:05:18 ETA: 2:11:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_78.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_78.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (79 of 2020) | | Elapsed Time: 0:05:22 ETA: 2:08:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_79.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_79.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 3% (80 of 2020) | | Elapsed Time: 0:05:26 ETA: 2:19:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_80.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_80.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (81 of 2020) | | Elapsed Time: 0:05:30 ETA: 2:21:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_81.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_81.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (82 of 2020) | | Elapsed Time: 0:05:34 ETA: 2:01:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_82.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_82.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (83 of 2020) | | Elapsed Time: 0:05:38 ETA: 2:20:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_83.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_83.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (84 of 2020) | | Elapsed Time: 0:05:43 ETA: 2:17:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_84.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_84.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (85 of 2020) | | Elapsed Time: 0:05:47 ETA: 2:12:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_85.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_85.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (86 of 2020) | | Elapsed Time: 0:05:51 ETA: 2:20:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_86.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_86.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (87 of 2020) | | Elapsed Time: 0:05:55 ETA: 2:07:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_87.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_87.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (88 of 2020) | | Elapsed Time: 0:05:59 ETA: 2:16:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_88.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_88.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (89 of 2020) | | Elapsed Time: 0:06:03 ETA: 2:12:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_89.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_89.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (90 of 2020) | | Elapsed Time: 0:06:08 ETA: 2:15:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_90.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_90.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (91 of 2020) | | Elapsed Time: 0:06:11 ETA: 2:04:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_91.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_91.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (92 of 2020) |# | Elapsed Time: 0:06:16 ETA: 2:16:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_92.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_92.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (93 of 2020) |# | Elapsed Time: 0:06:20 ETA: 2:14:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_93.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_93.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (94 of 2020) |# | Elapsed Time: 0:06:24 ETA: 2:06:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_94.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_94.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (95 of 2020) |# | Elapsed Time: 0:06:28 ETA: 2:17:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_95.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_95.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (96 of 2020) |# | Elapsed Time: 0:06:32 ETA: 2:09:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_96.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_96.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (97 of 2020) |# | Elapsed Time: 0:06:36 ETA: 2:00:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_97.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_97.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (98 of 2020) |# | Elapsed Time: 0:06:40 ETA: 2:18:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_98.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_98.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (99 of 2020) |# | Elapsed Time: 0:06:45 ETA: 2:16:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_99.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_99.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 4% (100 of 2020) |# | Elapsed Time: 0:06:48 ETA: 1:59:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_100.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_100.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (101 of 2020) |# | Elapsed Time: 0:06:53 ETA: 2:18:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_101.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_101.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (102 of 2020) |# | Elapsed Time: 0:06:57 ETA: 2:11:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_102.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_102.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (103 of 2020) |# | Elapsed Time: 0:07:00 ETA: 1:58:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_103.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_103.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (104 of 2020) |# | Elapsed Time: 0:07:05 ETA: 2:18:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_104.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_104.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (105 of 2020) |# | Elapsed Time: 0:07:09 ETA: 2:12:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_105.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_105.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (106 of 2020) |# | Elapsed Time: 0:07:13 ETA: 2:16:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_106.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_106.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (107 of 2020) |# | Elapsed Time: 0:07:17 ETA: 2:02:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_107.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_107.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (108 of 2020) |# | Elapsed Time: 0:07:21 ETA: 2:01:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_108.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_108.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (109 of 2020) |# | Elapsed Time: 0:07:25 ETA: 2:09:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_109.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_109.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (110 of 2020) |# | Elapsed Time: 0:07:29 ETA: 2:09:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_110.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_110.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (111 of 2020) |# | Elapsed Time: 0:07:33 ETA: 2:01:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_111.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_111.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (112 of 2020) |# | Elapsed Time: 0:07:37 ETA: 2:15:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_112.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_112.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (113 of 2020) |# | Elapsed Time: 0:07:41 ETA: 2:15:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_113.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_113.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (114 of 2020) |# | Elapsed Time: 0:07:45 ETA: 2:04:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_114.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_114.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (115 of 2020) |# | Elapsed Time: 0:07:49 ETA: 2:13:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_115.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_115.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (116 of 2020) |# | Elapsed Time: 0:07:54 ETA: 2:10:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_116.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_116.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (117 of 2020) |# | Elapsed Time: 0:07:57 ETA: 2:00:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_117.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_117.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (118 of 2020) |# | Elapsed Time: 0:08:02 ETA: 2:19:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_118.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_118.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (119 of 2020) |# | Elapsed Time: 0:08:06 ETA: 2:14:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_119.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_119.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (120 of 2020) |# | Elapsed Time: 0:08:10 ETA: 2:05:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_120.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_120.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 5% (121 of 2020) |# | Elapsed Time: 0:08:14 ETA: 2:08:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_121.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_121.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (122 of 2020) |# | Elapsed Time: 0:08:18 ETA: 2:11:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_122.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_122.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (123 of 2020) |# | Elapsed Time: 0:08:22 ETA: 2:07:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_123.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_123.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (124 of 2020) |# | Elapsed Time: 0:08:26 ETA: 2:09:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_124.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_124.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (125 of 2020) |# | Elapsed Time: 0:08:31 ETA: 2:20:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_125.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_125.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (126 of 2020) |# | Elapsed Time: 0:08:35 ETA: 2:00:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_126.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_126.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (127 of 2020) |# | Elapsed Time: 0:08:39 ETA: 2:10:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_127.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_127.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (128 of 2020) |# | Elapsed Time: 0:08:43 ETA: 2:13:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_128.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_128.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (129 of 2020) |# | Elapsed Time: 0:08:47 ETA: 2:06:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_129.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_129.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (130 of 2020) |# | Elapsed Time: 0:08:51 ETA: 2:14:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_130.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_130.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (131 of 2020) |# | Elapsed Time: 0:08:55 ETA: 2:13:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_131.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_131.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (132 of 2020) |# | Elapsed Time: 0:08:59 ETA: 1:58:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_132.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_132.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (133 of 2020) |# | Elapsed Time: 0:09:03 ETA: 2:14:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_133.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_133.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (134 of 2020) |# | Elapsed Time: 0:09:08 ETA: 2:11:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_134.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_134.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (135 of 2020) |# | Elapsed Time: 0:09:12 ETA: 2:02:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_135.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_135.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (136 of 2020) |# | Elapsed Time: 0:09:16 ETA: 2:17:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_136.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_136.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (137 of 2020) |# | Elapsed Time: 0:09:20 ETA: 2:02:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_137.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_137.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (138 of 2020) |# | Elapsed Time: 0:09:24 ETA: 2:03:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_138.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_138.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (139 of 2020) |# | Elapsed Time: 0:09:28 ETA: 2:17:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_139.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_139.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (140 of 2020) |# | Elapsed Time: 0:09:32 ETA: 2:09:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_140.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_140.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 6% (141 of 2020) |# | Elapsed Time: 0:09:36 ETA: 1:55:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_141.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_141.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (142 of 2020) |# | Elapsed Time: 0:09:40 ETA: 2:15:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_142.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_142.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (143 of 2020) |# | Elapsed Time: 0:09:45 ETA: 2:15:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_143.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_143.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (144 of 2020) |# | Elapsed Time: 0:09:49 ETA: 2:00:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_144.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_144.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (145 of 2020) |# | Elapsed Time: 0:09:53 ETA: 2:12:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_145.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_145.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (146 of 2020) |# | Elapsed Time: 0:09:57 ETA: 2:01:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_146.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_146.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (147 of 2020) |# | Elapsed Time: 0:10:01 ETA: 2:13:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_147.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_147.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (148 of 2020) |# | Elapsed Time: 0:10:05 ETA: 2:09:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_148.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_148.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (149 of 2020) |# | Elapsed Time: 0:10:09 ETA: 1:57:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_149.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_149.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (150 of 2020) |# | Elapsed Time: 0:10:13 ETA: 2:15:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_150.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_150.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (151 of 2020) |# | Elapsed Time: 0:10:17 ETA: 2:11:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_151.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_151.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (152 of 2020) |# | Elapsed Time: 0:10:21 ETA: 2:01:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_152.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_152.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (153 of 2020) |# | Elapsed Time: 0:10:26 ETA: 2:14:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_153.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_153.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (154 of 2020) |# | Elapsed Time: 0:10:30 ETA: 2:07:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_154.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_154.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (155 of 2020) |# | Elapsed Time: 0:10:34 ETA: 2:01:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_155.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_155.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (156 of 2020) |# | Elapsed Time: 0:10:38 ETA: 2:09:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_156.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_156.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (157 of 2020) |# | Elapsed Time: 0:10:42 ETA: 2:16:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_157.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_157.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (158 of 2020) |# | Elapsed Time: 0:10:46 ETA: 2:08:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_158.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_158.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (159 of 2020) |# | Elapsed Time: 0:10:51 ETA: 2:16:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_159.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_159.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (160 of 2020) |# | Elapsed Time: 0:10:55 ETA: 2:06:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_160.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_160.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 7% (161 of 2020) |# | Elapsed Time: 0:10:59 ETA: 2:08:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_161.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_161.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (162 of 2020) |# | Elapsed Time: 0:11:03 ETA: 2:16:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_162.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_162.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (163 of 2020) |# | Elapsed Time: 0:11:07 ETA: 2:06:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_163.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_163.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (164 of 2020) |# | Elapsed Time: 0:11:11 ETA: 1:58:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_164.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_164.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (165 of 2020) |# | Elapsed Time: 0:11:16 ETA: 2:17:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_165.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_165.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (166 of 2020) |# | Elapsed Time: 0:11:20 ETA: 2:08:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_166.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_166.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (167 of 2020) |# | Elapsed Time: 0:11:24 ETA: 2:01:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_167.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_167.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (168 of 2020) |# | Elapsed Time: 0:11:28 ETA: 2:09:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_168.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_168.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (169 of 2020) |# | Elapsed Time: 0:11:32 ETA: 2:11:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_169.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_169.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (170 of 2020) |# | Elapsed Time: 0:11:36 ETA: 1:58:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_170.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_170.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (171 of 2020) |# | Elapsed Time: 0:11:40 ETA: 2:10:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_171.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_171.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (172 of 2020) |# | Elapsed Time: 0:11:44 ETA: 2:05:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_172.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_172.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (173 of 2020) |# | Elapsed Time: 0:11:49 ETA: 2:06:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_173.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_173.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (174 of 2020) |# | Elapsed Time: 0:11:53 ETA: 2:17:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_174.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_174.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (175 of 2020) |# | Elapsed Time: 0:11:57 ETA: 2:08:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_175.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_175.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (176 of 2020) |# | Elapsed Time: 0:12:01 ETA: 1:56:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_176.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_176.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (177 of 2020) |# | Elapsed Time: 0:12:05 ETA: 2:16:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_177.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_177.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (178 of 2020) |# | Elapsed Time: 0:12:10 ETA: 2:07:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_178.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_178.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (179 of 2020) |# | Elapsed Time: 0:12:13 ETA: 1:59:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_179.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_179.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (180 of 2020) |# | Elapsed Time: 0:12:18 ETA: 2:05:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_180.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_180.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 8% (181 of 2020) |# | Elapsed Time: 0:12:21 ETA: 2:01:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_181.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_181.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (182 of 2020) |# | Elapsed Time: 0:12:25 ETA: 1:56:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_182.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_182.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (183 of 2020) |# | Elapsed Time: 0:12:29 ETA: 2:09:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_183.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_183.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (184 of 2020) |# | Elapsed Time: 0:12:34 ETA: 2:09:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_184.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_184.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (185 of 2020) |# | Elapsed Time: 0:12:38 ETA: 1:59:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_185.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_185.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (186 of 2020) |# | Elapsed Time: 0:12:42 ETA: 2:11:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_186.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_186.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (187 of 2020) |# | Elapsed Time: 0:12:46 ETA: 2:07:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_187.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_187.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (188 of 2020) |# | Elapsed Time: 0:12:50 ETA: 2:04:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_188.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_188.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (189 of 2020) |# | Elapsed Time: 0:12:54 ETA: 2:09:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_189.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_189.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (190 of 2020) |# | Elapsed Time: 0:12:58 ETA: 2:03:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_190.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_190.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (191 of 2020) |# | Elapsed Time: 0:13:03 ETA: 2:16:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_191.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_191.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (192 of 2020) |# | Elapsed Time: 0:13:07 ETA: 2:04:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_192.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_192.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (193 of 2020) |## | Elapsed Time: 0:13:11 ETA: 1:57:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_193.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_193.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (194 of 2020) |## | Elapsed Time: 0:13:15 ETA: 2:08:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_194.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_194.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (195 of 2020) |## | Elapsed Time: 0:13:19 ETA: 2:09:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_195.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_195.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (196 of 2020) |## | Elapsed Time: 0:13:23 ETA: 1:56:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_196.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_196.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (197 of 2020) |## | Elapsed Time: 0:13:27 ETA: 2:05:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_197.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_197.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (198 of 2020) |## | Elapsed Time: 0:13:31 ETA: 2:03:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_198.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_198.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (199 of 2020) |## | Elapsed Time: 0:13:35 ETA: 1:54:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_199.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_199.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (200 of 2020) |## | Elapsed Time: 0:13:40 ETA: 2:12:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_200.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_200.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 9% (201 of 2020) |## | Elapsed Time: 0:13:44 ETA: 2:11:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_201.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_201.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (202 of 2020) |## | Elapsed Time: 0:13:48 ETA: 2:00:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_202.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_202.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (203 of 2020) |## | Elapsed Time: 0:13:52 ETA: 2:15:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_203.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_203.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (204 of 2020) |## | Elapsed Time: 0:13:56 ETA: 1:58:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_204.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_204.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (205 of 2020) |## | Elapsed Time: 0:14:00 ETA: 1:55:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_205.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_205.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (206 of 2020) |## | Elapsed Time: 0:14:04 ETA: 2:08:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_206.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_206.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (207 of 2020) |## | Elapsed Time: 0:14:08 ETA: 1:56:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_207.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_207.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (208 of 2020) |## | Elapsed Time: 0:14:12 ETA: 2:03:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_208.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_208.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (209 of 2020) |## | Elapsed Time: 0:14:16 ETA: 2:04:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_209.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_209.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (210 of 2020) |## | Elapsed Time: 0:14:21 ETA: 2:15:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_210.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_210.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (211 of 2020) |## | Elapsed Time: 0:14:25 ETA: 1:52:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_211.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_211.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (212 of 2020) |## | Elapsed Time: 0:14:29 ETA: 2:07:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_212.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_212.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (213 of 2020) |## | Elapsed Time: 0:14:33 ETA: 2:06:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_213.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_213.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (214 of 2020) |## | Elapsed Time: 0:14:37 ETA: 1:53:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_214.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_214.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (215 of 2020) |## | Elapsed Time: 0:14:41 ETA: 2:06:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_215.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_215.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (216 of 2020) |## | Elapsed Time: 0:14:45 ETA: 2:04:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_216.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_216.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (217 of 2020) |## | Elapsed Time: 0:14:49 ETA: 1:55:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_217.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_217.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (218 of 2020) |## | Elapsed Time: 0:14:53 ETA: 2:08:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_218.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_218.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (219 of 2020) |## | Elapsed Time: 0:14:57 ETA: 2:03:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_219.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_219.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (220 of 2020) |## | Elapsed Time: 0:15:01 ETA: 1:49:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_220.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_220.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (221 of 2020) |## | Elapsed Time: 0:15:05 ETA: 2:10:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_221.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_221.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 10% (222 of 2020) |## | Elapsed Time: 0:15:09 ETA: 1:59:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_222.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_222.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (223 of 2020) |## | Elapsed Time: 0:15:13 ETA: 1:52:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_223.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_223.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (224 of 2020) |## | Elapsed Time: 0:15:17 ETA: 2:04:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_224.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_224.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (225 of 2020) |## | Elapsed Time: 0:15:22 ETA: 2:07:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_225.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_225.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (226 of 2020) |## | Elapsed Time: 0:15:25 ETA: 1:57:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_226.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_226.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (227 of 2020) |## | Elapsed Time: 0:15:30 ETA: 2:08:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_227.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_227.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (228 of 2020) |## | Elapsed Time: 0:15:34 ETA: 2:04:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_228.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_228.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (229 of 2020) |## | Elapsed Time: 0:15:38 ETA: 1:49:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_229.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_229.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (230 of 2020) |## | Elapsed Time: 0:15:42 ETA: 2:04:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_230.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_230.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (231 of 2020) |## | Elapsed Time: 0:15:46 ETA: 2:05:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_231.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_231.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (232 of 2020) |## | Elapsed Time: 0:15:50 ETA: 1:56:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_232.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_232.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (233 of 2020) |## | Elapsed Time: 0:15:54 ETA: 2:13:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_233.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_233.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (234 of 2020) |## | Elapsed Time: 0:15:58 ETA: 1:52:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_234.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_234.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (235 of 2020) |## | Elapsed Time: 0:16:02 ETA: 2:06:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_235.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_235.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (236 of 2020) |## | Elapsed Time: 0:16:07 ETA: 2:04:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_236.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_236.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (237 of 2020) |## | Elapsed Time: 0:16:10 ETA: 1:55:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_237.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_237.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (238 of 2020) |## | Elapsed Time: 0:16:15 ETA: 2:06:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_238.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_238.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (239 of 2020) |## | Elapsed Time: 0:16:19 ETA: 2:03:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_239.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_239.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (240 of 2020) |## | Elapsed Time: 0:16:23 ETA: 1:52:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_240.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_240.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (241 of 2020) |## | Elapsed Time: 0:16:27 ETA: 2:05:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_241.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_241.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 11% (242 of 2020) |## | Elapsed Time: 0:16:31 ETA: 2:04:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_242.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_242.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (243 of 2020) |## | Elapsed Time: 0:16:35 ETA: 1:52:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_243.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_243.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (244 of 2020) |## | Elapsed Time: 0:16:39 ETA: 1:56:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_244.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_244.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (245 of 2020) |## | Elapsed Time: 0:16:43 ETA: 2:05:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_245.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_245.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (246 of 2020) |## | Elapsed Time: 0:16:47 ETA: 1:51:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_246.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_246.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (247 of 2020) |## | Elapsed Time: 0:16:51 ETA: 2:09:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_247.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_247.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (248 of 2020) |## | Elapsed Time: 0:16:56 ETA: 2:06:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_248.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_248.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (249 of 2020) |## | Elapsed Time: 0:16:59 ETA: 1:54:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_249.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_249.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (250 of 2020) |## | Elapsed Time: 0:17:04 ETA: 2:05:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_250.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_250.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (251 of 2020) |## | Elapsed Time: 0:17:08 ETA: 2:07:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_251.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_251.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (252 of 2020) |## | Elapsed Time: 0:17:12 ETA: 1:51:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_252.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_252.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (253 of 2020) |## | Elapsed Time: 0:17:16 ETA: 2:03:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_253.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_253.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (254 of 2020) |## | Elapsed Time: 0:17:20 ETA: 1:59:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_254.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_254.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (255 of 2020) |## | Elapsed Time: 0:17:24 ETA: 2:02:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_255.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_255.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (256 of 2020) |## | Elapsed Time: 0:17:28 ETA: 2:02:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_256.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_256.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (257 of 2020) |## | Elapsed Time: 0:17:33 ETA: 2:03:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_257.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_257.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (258 of 2020) |## | Elapsed Time: 0:17:36 ETA: 1:55:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_258.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_258.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (259 of 2020) |## | Elapsed Time: 0:17:41 ETA: 2:09:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_259.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_259.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (260 of 2020) |## | Elapsed Time: 0:17:46 ETA: 2:17:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_260.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_260.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (261 of 2020) |## | Elapsed Time: 0:17:50 ETA: 1:58:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_261.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_261.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 12% (262 of 2020) |## | Elapsed Time: 0:17:54 ETA: 2:04:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_262.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_262.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (263 of 2020) |## | Elapsed Time: 0:17:58 ETA: 2:05:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_263.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_263.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (264 of 2020) |## | Elapsed Time: 0:18:02 ETA: 1:48:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_264.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_264.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (265 of 2020) |## | Elapsed Time: 0:18:06 ETA: 2:13:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_265.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_265.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (266 of 2020) |## | Elapsed Time: 0:18:10 ETA: 1:57:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_266.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_266.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (267 of 2020) |## | Elapsed Time: 0:18:14 ETA: 1:53:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_267.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_267.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (268 of 2020) |## | Elapsed Time: 0:18:19 ETA: 2:09:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_268.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_268.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (269 of 2020) |## | Elapsed Time: 0:18:23 ETA: 2:01:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_269.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_269.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (270 of 2020) |## | Elapsed Time: 0:18:27 ETA: 1:50:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_270.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_270.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (271 of 2020) |## | Elapsed Time: 0:18:31 ETA: 2:06:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_271.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_271.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (272 of 2020) |## | Elapsed Time: 0:18:35 ETA: 2:00:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_272.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_272.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (273 of 2020) |## | Elapsed Time: 0:18:39 ETA: 1:58:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_273.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_273.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (274 of 2020) |## | Elapsed Time: 0:18:43 ETA: 1:58:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_274.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_274.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (275 of 2020) |## | Elapsed Time: 0:18:47 ETA: 1:50:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_275.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_275.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (276 of 2020) |## | Elapsed Time: 0:18:51 ETA: 2:03:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_276.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_276.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (277 of 2020) |## | Elapsed Time: 0:18:56 ETA: 2:04:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_277.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_277.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (278 of 2020) |## | Elapsed Time: 0:18:59 ETA: 1:49:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_278.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_278.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (279 of 2020) |## | Elapsed Time: 0:19:04 ETA: 1:59:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_279.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_279.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (280 of 2020) |## | Elapsed Time: 0:19:08 ETA: 1:57:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_280.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_280.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (281 of 2020) |## | Elapsed Time: 0:19:11 ETA: 1:48:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_281.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_281.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 13% (282 of 2020) |## | Elapsed Time: 0:19:15 ETA: 1:57:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_282.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_282.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (283 of 2020) |## | Elapsed Time: 0:19:20 ETA: 2:06:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_283.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_283.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (284 of 2020) |## | Elapsed Time: 0:19:23 ETA: 1:46:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_284.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_284.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (285 of 2020) |## | Elapsed Time: 0:19:28 ETA: 2:02:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_285.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_285.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (286 of 2020) |## | Elapsed Time: 0:19:32 ETA: 2:01:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_286.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_286.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (287 of 2020) |## | Elapsed Time: 0:19:36 ETA: 1:47:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_287.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_287.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (288 of 2020) |## | Elapsed Time: 0:19:40 ETA: 2:09:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_288.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_288.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (289 of 2020) |### | Elapsed Time: 0:19:44 ETA: 1:55:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_289.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_289.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (290 of 2020) |### | Elapsed Time: 0:19:48 ETA: 1:49:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_290.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_290.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (291 of 2020) |### | Elapsed Time: 0:19:52 ETA: 2:01:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_291.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_291.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (292 of 2020) |### | Elapsed Time: 0:19:56 ETA: 1:57:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_292.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_292.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (293 of 2020) |### | Elapsed Time: 0:20:00 ETA: 1:49:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_293.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_293.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (294 of 2020) |### | Elapsed Time: 0:20:05 ETA: 2:08:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_294.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_294.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (295 of 2020) |### | Elapsed Time: 0:20:09 ETA: 1:57:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_295.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_295.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (296 of 2020) |### | Elapsed Time: 0:20:12 ETA: 1:49:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_296.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_296.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (297 of 2020) |### | Elapsed Time: 0:20:17 ETA: 2:04:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_297.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_297.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (298 of 2020) |### | Elapsed Time: 0:20:21 ETA: 1:54:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_298.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_298.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (299 of 2020) |### | Elapsed Time: 0:20:25 ETA: 1:51:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_299.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_299.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (300 of 2020) |### | Elapsed Time: 0:20:29 ETA: 1:56:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_300.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_300.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (301 of 2020) |### | Elapsed Time: 0:20:33 ETA: 1:54:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_301.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_301.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 14% (302 of 2020) |### | Elapsed Time: 0:20:37 ETA: 1:48:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_302.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_302.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (303 of 2020) |### | Elapsed Time: 0:20:41 ETA: 2:00:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_303.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_303.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (304 of 2020) |### | Elapsed Time: 0:20:45 ETA: 1:57:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_304.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_304.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (305 of 2020) |### | Elapsed Time: 0:20:49 ETA: 1:44:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_305.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_305.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (306 of 2020) |### | Elapsed Time: 0:20:53 ETA: 2:00:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_306.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_306.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (307 of 2020) |### | Elapsed Time: 0:20:57 ETA: 1:54:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_307.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_307.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (308 of 2020) |### | Elapsed Time: 0:21:01 ETA: 1:49:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_308.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_308.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (309 of 2020) |### | Elapsed Time: 0:21:05 ETA: 1:54:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_309.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_309.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (310 of 2020) |### | Elapsed Time: 0:21:09 ETA: 1:55:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_310.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_310.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (311 of 2020) |### | Elapsed Time: 0:21:13 ETA: 1:58:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_311.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_311.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (312 of 2020) |### | Elapsed Time: 0:21:17 ETA: 2:00:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_312.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_312.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (313 of 2020) |### | Elapsed Time: 0:21:21 ETA: 2:05:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_313.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_313.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (314 of 2020) |### | Elapsed Time: 0:21:26 ETA: 1:58:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_314.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_314.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (315 of 2020) |### | Elapsed Time: 0:21:30 ETA: 2:07:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_315.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_315.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (316 of 2020) |### | Elapsed Time: 0:21:34 ETA: 1:46:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_316.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_316.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (317 of 2020) |### | Elapsed Time: 0:21:38 ETA: 1:56:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_317.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_317.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (318 of 2020) |### | Elapsed Time: 0:21:42 ETA: 1:57:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_318.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_318.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (319 of 2020) |### | Elapsed Time: 0:21:46 ETA: 1:54:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_319.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_319.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (320 of 2020) |### | Elapsed Time: 0:21:50 ETA: 1:57:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_320.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_320.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (321 of 2020) |### | Elapsed Time: 0:21:54 ETA: 1:57:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_321.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_321.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (322 of 2020) |### | Elapsed Time: 0:21:58 ETA: 1:43:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_322.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_322.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 15% (323 of 2020) |### | Elapsed Time: 0:22:02 ETA: 1:58:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_323.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_323.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (324 of 2020) |### | Elapsed Time: 0:22:06 ETA: 1:53:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_324.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_324.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (325 of 2020) |### | Elapsed Time: 0:22:10 ETA: 1:48:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_325.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_325.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (326 of 2020) |### | Elapsed Time: 0:22:14 ETA: 2:00:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_326.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_326.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (327 of 2020) |### | Elapsed Time: 0:22:18 ETA: 1:54:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_327.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_327.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (328 of 2020) |### | Elapsed Time: 0:22:22 ETA: 1:44:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_328.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_328.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (329 of 2020) |### | Elapsed Time: 0:22:26 ETA: 2:00:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_329.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_329.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (330 of 2020) |### | Elapsed Time: 0:22:31 ETA: 2:06:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_330.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_330.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (331 of 2020) |### | Elapsed Time: 0:22:35 ETA: 1:49:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_331.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_331.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (332 of 2020) |### | Elapsed Time: 0:22:39 ETA: 2:01:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_332.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_332.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (333 of 2020) |### | Elapsed Time: 0:22:44 ETA: 2:06:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_333.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_333.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (334 of 2020) |### | Elapsed Time: 0:22:48 ETA: 1:51:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_334.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_334.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (335 of 2020) |### | Elapsed Time: 0:22:52 ETA: 1:52:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_335.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_335.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (336 of 2020) |### | Elapsed Time: 0:22:56 ETA: 2:00:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_336.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_336.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (337 of 2020) |### | Elapsed Time: 0:23:00 ETA: 1:46:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_337.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_337.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (338 of 2020) |### | Elapsed Time: 0:23:04 ETA: 1:58:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_338.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_338.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (339 of 2020) |### | Elapsed Time: 0:23:08 ETA: 1:54:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_339.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_339.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (340 of 2020) |### | Elapsed Time: 0:23:12 ETA: 2:01:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_340.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_340.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (341 of 2020) |### | Elapsed Time: 0:23:17 ETA: 1:58:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_341.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_341.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (342 of 2020) |### | Elapsed Time: 0:23:21 ETA: 1:56:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_342.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_342.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 16% (343 of 2020) |### | Elapsed Time: 0:23:24 ETA: 1:37:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_343.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_343.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (344 of 2020) |### | Elapsed Time: 0:23:28 ETA: 1:55:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_344.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_344.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (345 of 2020) |### | Elapsed Time: 0:23:33 ETA: 2:00:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_345.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_345.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (346 of 2020) |### | Elapsed Time: 0:23:37 ETA: 1:51:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_346.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_346.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (347 of 2020) |### | Elapsed Time: 0:23:41 ETA: 1:51:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_347.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_347.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (348 of 2020) |### | Elapsed Time: 0:23:45 ETA: 1:59:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_348.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_348.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (349 of 2020) |### | Elapsed Time: 0:23:49 ETA: 1:40:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_349.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_349.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (350 of 2020) |### | Elapsed Time: 0:23:53 ETA: 2:03:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_350.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_350.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (351 of 2020) |### | Elapsed Time: 0:23:57 ETA: 1:54:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_351.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_351.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (352 of 2020) |### | Elapsed Time: 0:24:01 ETA: 1:46:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_352.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_352.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (353 of 2020) |### | Elapsed Time: 0:24:05 ETA: 1:55:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_353.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_353.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (354 of 2020) |### | Elapsed Time: 0:24:09 ETA: 1:56:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_354.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_354.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (355 of 2020) |### | Elapsed Time: 0:24:13 ETA: 1:42:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_355.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_355.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (356 of 2020) |### | Elapsed Time: 0:24:17 ETA: 1:53:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_356.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_356.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (357 of 2020) |### | Elapsed Time: 0:24:21 ETA: 1:45:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_357.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_357.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (358 of 2020) |### | Elapsed Time: 0:24:25 ETA: 2:02:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_358.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_358.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (359 of 2020) |### | Elapsed Time: 0:24:30 ETA: 1:58:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_359.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_359.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (360 of 2020) |### | Elapsed Time: 0:24:33 ETA: 1:45:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_360.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_360.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (361 of 2020) |### | Elapsed Time: 0:24:38 ETA: 2:07:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_361.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_361.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (362 of 2020) |### | Elapsed Time: 0:24:42 ETA: 1:50:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_362.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_362.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 17% (363 of 2020) |### | Elapsed Time: 0:24:46 ETA: 1:47:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_363.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_363.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (364 of 2020) |### | Elapsed Time: 0:24:50 ETA: 1:52:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_364.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_364.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (365 of 2020) |### | Elapsed Time: 0:24:54 ETA: 1:57:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_365.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_365.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (366 of 2020) |### | Elapsed Time: 0:24:58 ETA: 1:48:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_366.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_366.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (367 of 2020) |### | Elapsed Time: 0:25:02 ETA: 1:51:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_367.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_367.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (368 of 2020) |### | Elapsed Time: 0:25:06 ETA: 1:51:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_368.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_368.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (369 of 2020) |### | Elapsed Time: 0:25:10 ETA: 1:46:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_369.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_369.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (370 of 2020) |### | Elapsed Time: 0:25:14 ETA: 1:55:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_370.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_370.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (371 of 2020) |### | Elapsed Time: 0:25:18 ETA: 1:48:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_371.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_371.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (372 of 2020) |### | Elapsed Time: 0:25:22 ETA: 1:47:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_372.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_372.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (373 of 2020) |### | Elapsed Time: 0:25:26 ETA: 1:52:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_373.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_373.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (374 of 2020) |### | Elapsed Time: 0:25:31 ETA: 1:57:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_374.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_374.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (375 of 2020) |### | Elapsed Time: 0:25:35 ETA: 1:47:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_375.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_375.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (376 of 2020) |### | Elapsed Time: 0:25:39 ETA: 1:59:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_376.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_376.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (377 of 2020) |### | Elapsed Time: 0:25:43 ETA: 1:52:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_377.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_377.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (378 of 2020) |### | Elapsed Time: 0:25:47 ETA: 1:47:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_378.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_378.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (379 of 2020) |### | Elapsed Time: 0:25:52 ETA: 2:03:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_379.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_379.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (380 of 2020) |### | Elapsed Time: 0:25:56 ETA: 1:55:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_380.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_380.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (381 of 2020) |### | Elapsed Time: 0:26:00 ETA: 1:43:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_381.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_381.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (382 of 2020) |### | Elapsed Time: 0:26:04 ETA: 1:56:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_382.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_382.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 18% (383 of 2020) |### | Elapsed Time: 0:26:08 ETA: 1:51:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_383.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_383.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (384 of 2020) |### | Elapsed Time: 0:26:12 ETA: 1:44:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_384.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_384.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (385 of 2020) |#### | Elapsed Time: 0:26:16 ETA: 1:56:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_385.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_385.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (386 of 2020) |#### | Elapsed Time: 0:26:20 ETA: 1:52:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_386.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_386.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (387 of 2020) |#### | Elapsed Time: 0:26:24 ETA: 1:46:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_387.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_387.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (388 of 2020) |#### | Elapsed Time: 0:26:28 ETA: 1:55:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_388.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_388.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (389 of 2020) |#### | Elapsed Time: 0:26:32 ETA: 1:51:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_389.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_389.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (390 of 2020) |#### | Elapsed Time: 0:26:36 ETA: 1:46:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_390.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_390.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (391 of 2020) |#### | Elapsed Time: 0:26:41 ETA: 1:55:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_391.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_391.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (392 of 2020) |#### | Elapsed Time: 0:26:45 ETA: 2:00:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_392.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_392.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (393 of 2020) |#### | Elapsed Time: 0:26:49 ETA: 1:39:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_393.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_393.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (394 of 2020) |#### | Elapsed Time: 0:26:53 ETA: 1:57:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_394.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_394.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (395 of 2020) |#### | Elapsed Time: 0:26:57 ETA: 1:52:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_395.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_395.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (396 of 2020) |#### | Elapsed Time: 0:27:01 ETA: 1:43:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_396.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_396.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (397 of 2020) |#### | Elapsed Time: 0:27:05 ETA: 1:50:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_397.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_397.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (398 of 2020) |#### | Elapsed Time: 0:27:09 ETA: 1:49:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_398.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_398.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (399 of 2020) |#### | Elapsed Time: 0:27:13 ETA: 1:46:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_399.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_399.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (400 of 2020) |#### | Elapsed Time: 0:27:17 ETA: 1:57:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_400.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_400.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (401 of 2020) |#### | Elapsed Time: 0:27:21 ETA: 1:40:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_401.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_401.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (402 of 2020) |#### | Elapsed Time: 0:27:25 ETA: 1:53:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_402.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_402.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 19% (403 of 2020) |#### | Elapsed Time: 0:27:29 ETA: 1:47:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_403.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_403.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (404 of 2020) |#### | Elapsed Time: 0:27:34 ETA: 1:51:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_404.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_404.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (405 of 2020) |#### | Elapsed Time: 0:27:38 ETA: 1:53:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_405.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_405.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (406 of 2020) |#### | Elapsed Time: 0:27:42 ETA: 1:43:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_406.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_406.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (407 of 2020) |#### | Elapsed Time: 0:27:46 ETA: 1:50:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_407.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_407.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (408 of 2020) |#### | Elapsed Time: 0:27:50 ETA: 1:56:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_408.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_408.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (409 of 2020) |#### | Elapsed Time: 0:27:55 ETA: 1:59:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_409.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_409.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (410 of 2020) |#### | Elapsed Time: 0:27:58 ETA: 1:39:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_410.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_410.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (411 of 2020) |#### | Elapsed Time: 0:28:03 ETA: 1:55:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_411.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_411.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (412 of 2020) |#### | Elapsed Time: 0:28:07 ETA: 1:53:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_412.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_412.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (413 of 2020) |#### | Elapsed Time: 0:28:10 ETA: 1:38:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_413.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_413.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (414 of 2020) |#### | Elapsed Time: 0:28:15 ETA: 1:53:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_414.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_414.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (415 of 2020) |#### | Elapsed Time: 0:28:19 ETA: 1:55:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_415.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_415.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (416 of 2020) |#### | Elapsed Time: 0:28:23 ETA: 1:45:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_416.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_416.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (417 of 2020) |#### | Elapsed Time: 0:28:27 ETA: 1:52:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_417.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_417.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (418 of 2020) |#### | Elapsed Time: 0:28:31 ETA: 1:50:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_418.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_418.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (419 of 2020) |#### | Elapsed Time: 0:28:35 ETA: 1:49:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_419.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_419.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (420 of 2020) |#### | Elapsed Time: 0:28:40 ETA: 1:54:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_420.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_420.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (421 of 2020) |#### | Elapsed Time: 0:28:44 ETA: 1:50:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_421.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_421.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (422 of 2020) |#### | Elapsed Time: 0:28:48 ETA: 1:41:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_422.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_422.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (423 of 2020) |#### | Elapsed Time: 0:28:52 ETA: 1:56:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_423.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_423.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 20% (424 of 2020) |#### | Elapsed Time: 0:28:56 ETA: 1:47:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_424.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_424.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (425 of 2020) |#### | Elapsed Time: 0:29:00 ETA: 1:44:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_425.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_425.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (426 of 2020) |#### | Elapsed Time: 0:29:04 ETA: 1:49:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_426.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_426.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (427 of 2020) |#### | Elapsed Time: 0:29:08 ETA: 1:46:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_427.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_427.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (428 of 2020) |#### | Elapsed Time: 0:29:12 ETA: 1:42:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_428.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_428.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (429 of 2020) |#### | Elapsed Time: 0:29:16 ETA: 1:50:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_429.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_429.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (430 of 2020) |#### | Elapsed Time: 0:29:20 ETA: 1:48:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_430.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_430.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (431 of 2020) |#### | Elapsed Time: 0:29:24 ETA: 1:37:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_431.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_431.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (432 of 2020) |#### | Elapsed Time: 0:29:28 ETA: 1:53:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_432.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_432.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (433 of 2020) |#### | Elapsed Time: 0:29:32 ETA: 1:52:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_433.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_433.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (434 of 2020) |#### | Elapsed Time: 0:29:36 ETA: 1:42:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_434.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_434.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (435 of 2020) |#### | Elapsed Time: 0:29:41 ETA: 1:53:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_435.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_435.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (436 of 2020) |#### | Elapsed Time: 0:29:45 ETA: 1:49:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_436.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_436.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (437 of 2020) |#### | Elapsed Time: 0:29:49 ETA: 1:46:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_437.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_437.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (438 of 2020) |#### | Elapsed Time: 0:29:53 ETA: 1:55:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_438.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_438.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (439 of 2020) |#### | Elapsed Time: 0:29:58 ETA: 1:53:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_439.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_439.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (440 of 2020) |#### | Elapsed Time: 0:30:01 ETA: 1:39:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_440.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_440.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (441 of 2020) |#### | Elapsed Time: 0:30:05 ETA: 1:46:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_441.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_441.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (442 of 2020) |#### | Elapsed Time: 0:30:09 ETA: 1:37:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_442.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_442.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (443 of 2020) |#### | Elapsed Time: 0:30:13 ETA: 1:53:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_443.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_443.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 21% (444 of 2020) |#### | Elapsed Time: 0:30:18 ETA: 1:48:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_444.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_444.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (445 of 2020) |#### | Elapsed Time: 0:30:21 ETA: 1:40:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_445.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_445.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (446 of 2020) |#### | Elapsed Time: 0:30:26 ETA: 1:54:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_446.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_446.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (447 of 2020) |#### | Elapsed Time: 0:30:30 ETA: 1:46:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_447.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_447.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (448 of 2020) |#### | Elapsed Time: 0:30:34 ETA: 1:42:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_448.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_448.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (449 of 2020) |#### | Elapsed Time: 0:30:38 ETA: 1:46:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_449.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_449.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (450 of 2020) |#### | Elapsed Time: 0:30:42 ETA: 1:57:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_450.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_450.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (451 of 2020) |#### | Elapsed Time: 0:30:46 ETA: 1:43:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_451.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_451.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (452 of 2020) |#### | Elapsed Time: 0:30:50 ETA: 1:53:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_452.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_452.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (453 of 2020) |#### | Elapsed Time: 0:30:55 ETA: 1:46:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_453.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_453.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (454 of 2020) |#### | Elapsed Time: 0:30:59 ETA: 1:47:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_454.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_454.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (455 of 2020) |#### | Elapsed Time: 0:31:03 ETA: 1:47:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_455.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_455.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (456 of 2020) |#### | Elapsed Time: 0:31:07 ETA: 1:56:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_456.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_456.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (457 of 2020) |#### | Elapsed Time: 0:31:11 ETA: 1:38:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_457.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_457.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (458 of 2020) |#### | Elapsed Time: 0:31:15 ETA: 1:49:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_458.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_458.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (459 of 2020) |#### | Elapsed Time: 0:31:20 ETA: 1:51:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_459.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_459.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (460 of 2020) |#### | Elapsed Time: 0:31:23 ETA: 1:41:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_460.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_460.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (461 of 2020) |#### | Elapsed Time: 0:31:28 ETA: 1:46:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_461.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_461.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (462 of 2020) |#### | Elapsed Time: 0:31:31 ETA: 1:41:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_462.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_462.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (463 of 2020) |#### | Elapsed Time: 0:31:35 ETA: 1:39:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_463.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_463.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 22% (464 of 2020) |#### | Elapsed Time: 0:31:40 ETA: 1:51:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_464.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_464.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (465 of 2020) |#### | Elapsed Time: 0:31:44 ETA: 1:45:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_465.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_465.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (466 of 2020) |#### | Elapsed Time: 0:31:48 ETA: 1:42:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_466.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_466.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (467 of 2020) |#### | Elapsed Time: 0:31:52 ETA: 1:53:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_467.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_467.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (468 of 2020) |#### | Elapsed Time: 0:31:56 ETA: 1:50:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_468.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_468.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (469 of 2020) |#### | Elapsed Time: 0:32:00 ETA: 1:41:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_469.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_469.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (470 of 2020) |#### | Elapsed Time: 0:32:05 ETA: 1:55:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_470.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_470.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (471 of 2020) |#### | Elapsed Time: 0:32:09 ETA: 1:41:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_471.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_471.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (472 of 2020) |#### | Elapsed Time: 0:32:12 ETA: 1:34:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_472.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_472.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (473 of 2020) |#### | Elapsed Time: 0:32:17 ETA: 1:52:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_473.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_473.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (474 of 2020) |#### | Elapsed Time: 0:32:21 ETA: 1:47:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_474.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_474.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (475 of 2020) |#### | Elapsed Time: 0:32:25 ETA: 1:35:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_475.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_475.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (476 of 2020) |#### | Elapsed Time: 0:32:29 ETA: 1:48:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_476.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_476.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (477 of 2020) |#### | Elapsed Time: 0:32:33 ETA: 1:44:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_477.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_477.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (478 of 2020) |#### | Elapsed Time: 0:32:37 ETA: 1:39:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_478.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_478.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (479 of 2020) |#### | Elapsed Time: 0:32:41 ETA: 1:48:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_479.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_479.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (480 of 2020) |#### | Elapsed Time: 0:32:45 ETA: 1:46:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_480.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_480.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (481 of 2020) |##### | Elapsed Time: 0:32:49 ETA: 1:33:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_481.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_481.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (482 of 2020) |##### | Elapsed Time: 0:32:53 ETA: 1:49:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_482.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_482.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (483 of 2020) |##### | Elapsed Time: 0:32:57 ETA: 1:47:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_483.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_483.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 23% (484 of 2020) |##### | Elapsed Time: 0:33:01 ETA: 1:39:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_484.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_484.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (485 of 2020) |##### | Elapsed Time: 0:33:05 ETA: 1:48:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_485.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_485.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (486 of 2020) |##### | Elapsed Time: 0:33:10 ETA: 1:50:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_486.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_486.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (487 of 2020) |##### | Elapsed Time: 0:33:14 ETA: 1:40:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_487.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_487.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (488 of 2020) |##### | Elapsed Time: 0:33:18 ETA: 1:46:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_488.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_488.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (489 of 2020) |##### | Elapsed Time: 0:33:22 ETA: 1:46:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_489.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_489.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (490 of 2020) |##### | Elapsed Time: 0:33:26 ETA: 1:40:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_490.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_490.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (491 of 2020) |##### | Elapsed Time: 0:33:30 ETA: 1:50:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_491.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_491.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (492 of 2020) |##### | Elapsed Time: 0:33:34 ETA: 1:39:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_492.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_492.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (493 of 2020) |##### | Elapsed Time: 0:33:38 ETA: 1:45:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_493.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_493.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (494 of 2020) |##### | Elapsed Time: 0:33:43 ETA: 1:50:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_494.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_494.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (495 of 2020) |##### | Elapsed Time: 0:33:47 ETA: 1:42:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_495.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_495.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (496 of 2020) |##### | Elapsed Time: 0:33:51 ETA: 1:49:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_496.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_496.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (497 of 2020) |##### | Elapsed Time: 0:33:55 ETA: 1:49:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_497.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_497.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (498 of 2020) |##### | Elapsed Time: 0:33:59 ETA: 1:41:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_498.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_498.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (499 of 2020) |##### | Elapsed Time: 0:34:04 ETA: 1:47:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_499.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_499.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:50 ETA: 00:00:00
Total test loss: 3.132617233514786 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_500.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_500.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (501 of 2020) |### | Elapsed Time: 0:36:03 ETA: 2 days, 0:30:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_501.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_501.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (502 of 2020) |##### | Elapsed Time: 0:36:06 ETA: 1:39:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_502.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_502.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (503 of 2020) |##### | Elapsed Time: 0:36:11 ETA: 1:49:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_503.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_503.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 24% (504 of 2020) |##### | Elapsed Time: 0:36:15 ETA: 1:46:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_504.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_504.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (505 of 2020) |##### | Elapsed Time: 0:36:19 ETA: 1:39:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_505.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_505.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (506 of 2020) |##### | Elapsed Time: 0:36:24 ETA: 1:56:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_506.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_506.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (507 of 2020) |##### | Elapsed Time: 0:36:28 ETA: 1:43:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_507.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_507.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (508 of 2020) |##### | Elapsed Time: 0:36:32 ETA: 1:53:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_508.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_508.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (509 of 2020) |##### | Elapsed Time: 0:36:36 ETA: 1:41:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_509.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_509.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (510 of 2020) |##### | Elapsed Time: 0:36:40 ETA: 1:33:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_510.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_510.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (511 of 2020) |##### | Elapsed Time: 0:36:44 ETA: 1:51:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_511.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_511.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (512 of 2020) |##### | Elapsed Time: 0:36:49 ETA: 1:44:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_512.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_512.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (513 of 2020) |##### | Elapsed Time: 0:36:53 ETA: 1:43:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_513.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_513.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (514 of 2020) |##### | Elapsed Time: 0:36:57 ETA: 1:56:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_514.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_514.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (515 of 2020) |##### | Elapsed Time: 0:37:02 ETA: 1:44:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_515.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_515.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (516 of 2020) |##### | Elapsed Time: 0:37:05 ETA: 1:35:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_516.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_516.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (517 of 2020) |##### | Elapsed Time: 0:37:09 ETA: 1:44:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_517.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_517.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (518 of 2020) |##### | Elapsed Time: 0:37:14 ETA: 1:40:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_518.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_518.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (519 of 2020) |##### | Elapsed Time: 0:37:17 ETA: 1:36:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_519.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_519.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (520 of 2020) |##### | Elapsed Time: 0:37:22 ETA: 1:45:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_520.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_520.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (521 of 2020) |##### | Elapsed Time: 0:37:26 ETA: 1:43:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_521.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_521.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (522 of 2020) |##### | Elapsed Time: 0:37:29 ETA: 1:31:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_522.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_522.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (523 of 2020) |##### | Elapsed Time: 0:37:34 ETA: 1:46:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_523.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_523.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (524 of 2020) |##### | Elapsed Time: 0:37:38 ETA: 1:45:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_524.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_524.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 25% (525 of 2020) |##### | Elapsed Time: 0:37:42 ETA: 1:35:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_525.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_525.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (526 of 2020) |##### | Elapsed Time: 0:37:46 ETA: 1:47:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_526.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_526.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (527 of 2020) |##### | Elapsed Time: 0:37:50 ETA: 1:44:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_527.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_527.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (528 of 2020) |##### | Elapsed Time: 0:37:54 ETA: 1:35:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_528.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_528.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (529 of 2020) |##### | Elapsed Time: 0:37:58 ETA: 1:42:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_529.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_529.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (530 of 2020) |##### | Elapsed Time: 0:38:02 ETA: 1:43:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_530.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_530.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (531 of 2020) |##### | Elapsed Time: 0:38:06 ETA: 1:32:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_531.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_531.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (532 of 2020) |##### | Elapsed Time: 0:38:10 ETA: 1:43:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_532.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_532.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (533 of 2020) |##### | Elapsed Time: 0:38:15 ETA: 1:43:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_533.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_533.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (534 of 2020) |##### | Elapsed Time: 0:38:18 ETA: 1:32:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_534.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_534.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (535 of 2020) |##### | Elapsed Time: 0:38:22 ETA: 1:43:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_535.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_535.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (536 of 2020) |##### | Elapsed Time: 0:38:27 ETA: 1:43:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_536.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_536.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (537 of 2020) |##### | Elapsed Time: 0:38:30 ETA: 1:34:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_537.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_537.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (538 of 2020) |##### | Elapsed Time: 0:38:35 ETA: 1:46:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_538.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_538.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (539 of 2020) |##### | Elapsed Time: 0:38:39 ETA: 1:44:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_539.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_539.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (540 of 2020) |##### | Elapsed Time: 0:38:43 ETA: 1:31:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_540.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_540.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (541 of 2020) |##### | Elapsed Time: 0:38:47 ETA: 1:44:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_541.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_541.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (542 of 2020) |##### | Elapsed Time: 0:38:51 ETA: 1:45:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_542.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_542.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (543 of 2020) |##### | Elapsed Time: 0:38:55 ETA: 1:36:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_543.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_543.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (544 of 2020) |##### | Elapsed Time: 0:38:59 ETA: 1:43:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_544.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_544.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 26% (545 of 2020) |##### | Elapsed Time: 0:39:03 ETA: 1:42:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_545.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_545.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (546 of 2020) |##### | Elapsed Time: 0:39:08 ETA: 1:39:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_546.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_546.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (547 of 2020) |##### | Elapsed Time: 0:39:12 ETA: 1:47:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_547.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_547.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (548 of 2020) |##### | Elapsed Time: 0:39:16 ETA: 1:37:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_548.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_548.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (549 of 2020) |##### | Elapsed Time: 0:39:20 ETA: 1:47:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_549.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_549.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (550 of 2020) |##### | Elapsed Time: 0:39:24 ETA: 1:38:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_550.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_550.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (551 of 2020) |##### | Elapsed Time: 0:39:28 ETA: 1:33:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_551.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_551.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (552 of 2020) |##### | Elapsed Time: 0:39:32 ETA: 1:39:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_552.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_552.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (553 of 2020) |##### | Elapsed Time: 0:39:36 ETA: 1:42:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_553.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_553.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (554 of 2020) |##### | Elapsed Time: 0:39:40 ETA: 1:30:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_554.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_554.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (555 of 2020) |##### | Elapsed Time: 0:39:44 ETA: 1:47:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_555.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_555.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (556 of 2020) |##### | Elapsed Time: 0:39:49 ETA: 1:44:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_556.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_556.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (557 of 2020) |##### | Elapsed Time: 0:39:53 ETA: 1:36:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_557.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_557.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (558 of 2020) |##### | Elapsed Time: 0:39:57 ETA: 1:51:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_558.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_558.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (559 of 2020) |##### | Elapsed Time: 0:40:01 ETA: 1:42:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_559.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_559.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (560 of 2020) |##### | Elapsed Time: 0:40:05 ETA: 1:33:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_560.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_560.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (561 of 2020) |##### | Elapsed Time: 0:40:10 ETA: 1:46:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_561.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_561.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (562 of 2020) |##### | Elapsed Time: 0:40:14 ETA: 1:44:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_562.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_562.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (563 of 2020) |##### | Elapsed Time: 0:40:18 ETA: 1:37:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_563.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_563.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (564 of 2020) |##### | Elapsed Time: 0:40:22 ETA: 1:47:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_564.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_564.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 27% (565 of 2020) |##### | Elapsed Time: 0:40:27 ETA: 1:40:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_565.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_565.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (566 of 2020) |##### | Elapsed Time: 0:40:30 ETA: 1:31:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_566.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_566.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (567 of 2020) |##### | Elapsed Time: 0:40:35 ETA: 1:44:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_567.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_567.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (568 of 2020) |##### | Elapsed Time: 0:40:39 ETA: 1:43:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_568.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_568.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (569 of 2020) |##### | Elapsed Time: 0:40:43 ETA: 1:33:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_569.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_569.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (570 of 2020) |##### | Elapsed Time: 0:40:47 ETA: 1:46:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_570.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_570.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (571 of 2020) |##### | Elapsed Time: 0:40:51 ETA: 1:34:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_571.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_571.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (572 of 2020) |##### | Elapsed Time: 0:40:55 ETA: 1:28:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_572.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_572.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (573 of 2020) |##### | Elapsed Time: 0:40:59 ETA: 1:40:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_573.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_573.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (574 of 2020) |##### | Elapsed Time: 0:41:03 ETA: 1:40:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_574.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_574.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (575 of 2020) |##### | Elapsed Time: 0:41:07 ETA: 1:33:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_575.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_575.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (576 of 2020) |##### | Elapsed Time: 0:41:11 ETA: 1:44:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_576.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_576.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (577 of 2020) |##### | Elapsed Time: 0:41:16 ETA: 1:46:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_577.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_577.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (578 of 2020) |###### | Elapsed Time: 0:41:20 ETA: 1:35:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_578.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_578.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (579 of 2020) |###### | Elapsed Time: 0:41:24 ETA: 1:45:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_579.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_579.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (580 of 2020) |###### | Elapsed Time: 0:41:28 ETA: 1:42:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_580.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_580.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (581 of 2020) |###### | Elapsed Time: 0:41:32 ETA: 1:27:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_581.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_581.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (582 of 2020) |###### | Elapsed Time: 0:41:36 ETA: 1:39:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_582.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_582.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (583 of 2020) |###### | Elapsed Time: 0:41:40 ETA: 1:39:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_583.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_583.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (584 of 2020) |###### | Elapsed Time: 0:41:44 ETA: 1:35:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_584.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_584.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 28% (585 of 2020) |###### | Elapsed Time: 0:41:49 ETA: 1:43:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_585.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_585.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (586 of 2020) |###### | Elapsed Time: 0:41:53 ETA: 1:46:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_586.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_586.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (587 of 2020) |###### | Elapsed Time: 0:41:57 ETA: 1:33:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_587.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_587.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (588 of 2020) |###### | Elapsed Time: 0:42:01 ETA: 1:41:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_588.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_588.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (589 of 2020) |###### | Elapsed Time: 0:42:05 ETA: 1:32:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_589.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_589.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (590 of 2020) |###### | Elapsed Time: 0:42:09 ETA: 1:40:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_590.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_590.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (591 of 2020) |###### | Elapsed Time: 0:42:14 ETA: 1:37:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_591.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_591.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (592 of 2020) |###### | Elapsed Time: 0:42:18 ETA: 1:35:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_592.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_592.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (593 of 2020) |###### | Elapsed Time: 0:42:22 ETA: 1:35:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_593.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_593.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (594 of 2020) |###### | Elapsed Time: 0:42:26 ETA: 1:43:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_594.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_594.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (595 of 2020) |###### | Elapsed Time: 0:42:30 ETA: 1:31:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_595.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_595.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (596 of 2020) |###### | Elapsed Time: 0:42:34 ETA: 1:42:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_596.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_596.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (597 of 2020) |###### | Elapsed Time: 0:42:38 ETA: 1:41:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_597.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_597.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (598 of 2020) |###### | Elapsed Time: 0:42:42 ETA: 1:26:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_598.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_598.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (599 of 2020) |###### | Elapsed Time: 0:42:46 ETA: 1:38:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_599.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_599.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (600 of 2020) |###### | Elapsed Time: 0:42:50 ETA: 1:39:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_600.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_600.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (601 of 2020) |###### | Elapsed Time: 0:42:54 ETA: 1:34:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_601.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_601.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (602 of 2020) |###### | Elapsed Time: 0:42:59 ETA: 1:38:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_602.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_602.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (603 of 2020) |###### | Elapsed Time: 0:43:03 ETA: 1:40:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_603.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_603.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (604 of 2020) |###### | Elapsed Time: 0:43:07 ETA: 1:36:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_604.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_604.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 29% (605 of 2020) |###### | Elapsed Time: 0:43:11 ETA: 1:37:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_605.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_605.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (606 of 2020) |###### | Elapsed Time: 0:43:15 ETA: 1:37:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_606.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_606.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (607 of 2020) |###### | Elapsed Time: 0:43:19 ETA: 1:34:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_607.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_607.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (608 of 2020) |###### | Elapsed Time: 0:43:24 ETA: 1:45:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_608.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_608.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (609 of 2020) |###### | Elapsed Time: 0:43:28 ETA: 1:43:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_609.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_609.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (610 of 2020) |###### | Elapsed Time: 0:43:32 ETA: 1:35:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_610.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_610.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (611 of 2020) |###### | Elapsed Time: 0:43:36 ETA: 1:36:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_611.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_611.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (612 of 2020) |###### | Elapsed Time: 0:43:40 ETA: 1:38:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_612.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_612.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (613 of 2020) |###### | Elapsed Time: 0:43:44 ETA: 1:31:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_613.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_613.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (614 of 2020) |###### | Elapsed Time: 0:43:49 ETA: 1:40:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_614.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_614.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (615 of 2020) |###### | Elapsed Time: 0:43:53 ETA: 1:39:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_615.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_615.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (616 of 2020) |###### | Elapsed Time: 0:43:57 ETA: 1:33:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_616.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_616.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (617 of 2020) |###### | Elapsed Time: 0:44:01 ETA: 1:38:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_617.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_617.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (618 of 2020) |###### | Elapsed Time: 0:44:05 ETA: 1:35:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_618.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_618.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (619 of 2020) |###### | Elapsed Time: 0:44:09 ETA: 1:40:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_619.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_619.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (620 of 2020) |###### | Elapsed Time: 0:44:14 ETA: 1:35:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_620.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_620.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (621 of 2020) |###### | Elapsed Time: 0:44:17 ETA: 1:31:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_621.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_621.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (622 of 2020) |###### | Elapsed Time: 0:44:22 ETA: 1:39:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_622.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_622.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (623 of 2020) |###### | Elapsed Time: 0:44:26 ETA: 1:36:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_623.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_623.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (624 of 2020) |###### | Elapsed Time: 0:44:30 ETA: 1:31:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_624.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_624.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (625 of 2020) |###### | Elapsed Time: 0:44:34 ETA: 1:36:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_625.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_625.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 30% (626 of 2020) |###### | Elapsed Time: 0:44:38 ETA: 1:38:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_626.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_626.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (627 of 2020) |###### | Elapsed Time: 0:44:42 ETA: 1:32:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_627.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_627.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (628 of 2020) |###### | Elapsed Time: 0:44:47 ETA: 1:46:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_628.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_628.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (629 of 2020) |###### | Elapsed Time: 0:44:51 ETA: 1:37:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_629.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_629.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (630 of 2020) |###### | Elapsed Time: 0:44:55 ETA: 1:27:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_630.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_630.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (631 of 2020) |###### | Elapsed Time: 0:44:59 ETA: 1:39:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_631.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_631.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (632 of 2020) |###### | Elapsed Time: 0:45:03 ETA: 1:38:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_632.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_632.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (633 of 2020) |###### | Elapsed Time: 0:45:07 ETA: 1:23:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_633.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_633.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (634 of 2020) |###### | Elapsed Time: 0:45:12 ETA: 1:47:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_634.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_634.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (635 of 2020) |###### | Elapsed Time: 0:45:16 ETA: 1:39:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_635.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_635.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (636 of 2020) |###### | Elapsed Time: 0:45:20 ETA: 1:29:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_636.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_636.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (637 of 2020) |###### | Elapsed Time: 0:45:24 ETA: 1:43:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_637.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_637.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (638 of 2020) |###### | Elapsed Time: 0:45:28 ETA: 1:36:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_638.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_638.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (639 of 2020) |###### | Elapsed Time: 0:45:32 ETA: 1:30:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_639.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_639.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (640 of 2020) |###### | Elapsed Time: 0:45:37 ETA: 1:37:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_640.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_640.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (641 of 2020) |###### | Elapsed Time: 0:45:41 ETA: 1:30:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_641.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_641.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (642 of 2020) |###### | Elapsed Time: 0:45:44 ETA: 1:27:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_642.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_642.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (643 of 2020) |###### | Elapsed Time: 0:45:49 ETA: 1:39:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_643.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_643.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (644 of 2020) |###### | Elapsed Time: 0:45:53 ETA: 1:33:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_644.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_644.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (645 of 2020) |###### | Elapsed Time: 0:45:57 ETA: 1:29:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_645.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_645.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 31% (646 of 2020) |###### | Elapsed Time: 0:46:01 ETA: 1:39:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_646.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_646.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (647 of 2020) |###### | Elapsed Time: 0:46:05 ETA: 1:31:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_647.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_647.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (648 of 2020) |###### | Elapsed Time: 0:46:09 ETA: 1:32:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_648.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_648.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (649 of 2020) |###### | Elapsed Time: 0:46:14 ETA: 1:44:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_649.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_649.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (650 of 2020) |###### | Elapsed Time: 0:46:18 ETA: 1:35:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_650.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_650.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (651 of 2020) |###### | Elapsed Time: 0:46:22 ETA: 1:27:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_651.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_651.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (652 of 2020) |###### | Elapsed Time: 0:46:26 ETA: 1:41:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_652.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_652.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (653 of 2020) |###### | Elapsed Time: 0:46:30 ETA: 1:32:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_653.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_653.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (654 of 2020) |###### | Elapsed Time: 0:46:34 ETA: 1:28:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_654.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_654.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (655 of 2020) |###### | Elapsed Time: 0:46:38 ETA: 1:38:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_655.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_655.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (656 of 2020) |###### | Elapsed Time: 0:46:43 ETA: 1:44:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_656.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_656.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (657 of 2020) |###### | Elapsed Time: 0:46:47 ETA: 1:23:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_657.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_657.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (658 of 2020) |###### | Elapsed Time: 0:46:51 ETA: 1:36:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_658.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_658.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (659 of 2020) |###### | Elapsed Time: 0:46:55 ETA: 1:36:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_659.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_659.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (660 of 2020) |###### | Elapsed Time: 0:46:59 ETA: 1:32:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_660.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_660.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (661 of 2020) |###### | Elapsed Time: 0:47:03 ETA: 1:33:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_661.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_661.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (662 of 2020) |###### | Elapsed Time: 0:47:07 ETA: 1:23:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_662.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_662.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (663 of 2020) |###### | Elapsed Time: 0:47:12 ETA: 1:39:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_663.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_663.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (664 of 2020) |###### | Elapsed Time: 0:47:16 ETA: 1:34:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_664.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_664.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (665 of 2020) |###### | Elapsed Time: 0:47:20 ETA: 1:34:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_665.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_665.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 32% (666 of 2020) |###### | Elapsed Time: 0:47:24 ETA: 1:30:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_666.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_666.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (667 of 2020) |###### | Elapsed Time: 0:47:28 ETA: 1:37:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_667.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_667.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (668 of 2020) |###### | Elapsed Time: 0:47:32 ETA: 1:25:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_668.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_668.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (669 of 2020) |###### | Elapsed Time: 0:47:37 ETA: 1:43:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_669.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_669.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (670 of 2020) |###### | Elapsed Time: 0:47:41 ETA: 1:30:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_670.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_670.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (671 of 2020) |###### | Elapsed Time: 0:47:44 ETA: 1:26:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_671.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_671.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (672 of 2020) |###### | Elapsed Time: 0:47:49 ETA: 1:37:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_672.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_672.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (673 of 2020) |###### | Elapsed Time: 0:47:53 ETA: 1:30:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_673.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_673.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (674 of 2020) |####### | Elapsed Time: 0:47:57 ETA: 1:31:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_674.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_674.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (675 of 2020) |####### | Elapsed Time: 0:48:01 ETA: 1:39:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_675.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_675.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (676 of 2020) |####### | Elapsed Time: 0:48:06 ETA: 1:37:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_676.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_676.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (677 of 2020) |####### | Elapsed Time: 0:48:09 ETA: 1:25:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_677.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_677.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (678 of 2020) |####### | Elapsed Time: 0:48:14 ETA: 1:35:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_678.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_678.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (679 of 2020) |####### | Elapsed Time: 0:48:18 ETA: 1:37:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_679.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_679.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (680 of 2020) |####### | Elapsed Time: 0:48:22 ETA: 1:26:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_680.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_680.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (681 of 2020) |####### | Elapsed Time: 0:48:26 ETA: 1:34:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_681.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_681.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (682 of 2020) |####### | Elapsed Time: 0:48:30 ETA: 1:29:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_682.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_682.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (683 of 2020) |####### | Elapsed Time: 0:48:34 ETA: 1:23:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_683.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_683.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (684 of 2020) |####### | Elapsed Time: 0:48:38 ETA: 1:32:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_684.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_684.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (685 of 2020) |####### | Elapsed Time: 0:48:42 ETA: 1:29:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_685.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_685.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 33% (686 of 2020) |####### | Elapsed Time: 0:48:46 ETA: 1:23:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_686.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_686.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (687 of 2020) |####### | Elapsed Time: 0:48:51 ETA: 1:41:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_687.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_687.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (688 of 2020) |####### | Elapsed Time: 0:48:55 ETA: 1:32:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_688.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_688.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (689 of 2020) |####### | Elapsed Time: 0:48:59 ETA: 1:25:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_689.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_689.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (690 of 2020) |####### | Elapsed Time: 0:49:03 ETA: 1:30:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_690.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_690.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (691 of 2020) |####### | Elapsed Time: 0:49:07 ETA: 1:34:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_691.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_691.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (692 of 2020) |####### | Elapsed Time: 0:49:11 ETA: 1:25:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_692.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_692.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (693 of 2020) |####### | Elapsed Time: 0:49:15 ETA: 1:28:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_693.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_693.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (694 of 2020) |####### | Elapsed Time: 0:49:19 ETA: 1:35:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_694.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_694.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (695 of 2020) |####### | Elapsed Time: 0:49:23 ETA: 1:28:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_695.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_695.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (696 of 2020) |####### | Elapsed Time: 0:49:27 ETA: 1:35:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_696.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_696.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (697 of 2020) |####### | Elapsed Time: 0:49:32 ETA: 1:31:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_697.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_697.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (698 of 2020) |####### | Elapsed Time: 0:49:35 ETA: 1:26:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_698.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_698.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (699 of 2020) |####### | Elapsed Time: 0:49:40 ETA: 1:33:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_699.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_699.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (700 of 2020) |####### | Elapsed Time: 0:49:44 ETA: 1:29:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_700.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_700.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (701 of 2020) |####### | Elapsed Time: 0:49:48 ETA: 1:25:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_701.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_701.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (702 of 2020) |####### | Elapsed Time: 0:49:52 ETA: 1:33:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_702.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_702.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (703 of 2020) |####### | Elapsed Time: 0:49:56 ETA: 1:32:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_703.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_703.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (704 of 2020) |####### | Elapsed Time: 0:50:00 ETA: 1:31:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_704.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_704.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (705 of 2020) |####### | Elapsed Time: 0:50:04 ETA: 1:30:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_705.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_705.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 34% (706 of 2020) |####### | Elapsed Time: 0:50:09 ETA: 1:33:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_706.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_706.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (707 of 2020) |####### | Elapsed Time: 0:50:13 ETA: 1:33:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_707.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_707.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (708 of 2020) |####### | Elapsed Time: 0:50:17 ETA: 1:30:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_708.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_708.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (709 of 2020) |####### | Elapsed Time: 0:50:21 ETA: 1:19:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_709.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_709.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (710 of 2020) |####### | Elapsed Time: 0:50:25 ETA: 1:26:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_710.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_710.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (711 of 2020) |####### | Elapsed Time: 0:50:29 ETA: 1:36:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_711.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_711.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (712 of 2020) |####### | Elapsed Time: 0:50:33 ETA: 1:27:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_712.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_712.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (713 of 2020) |####### | Elapsed Time: 0:50:38 ETA: 1:35:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_713.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_713.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (714 of 2020) |####### | Elapsed Time: 0:50:42 ETA: 1:30:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_714.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_714.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (715 of 2020) |####### | Elapsed Time: 0:50:46 ETA: 1:26:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_715.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_715.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (716 of 2020) |####### | Elapsed Time: 0:50:50 ETA: 1:33:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_716.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_716.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (717 of 2020) |####### | Elapsed Time: 0:50:55 ETA: 1:40:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_717.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_717.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (718 of 2020) |####### | Elapsed Time: 0:50:59 ETA: 1:26:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_718.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_718.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (719 of 2020) |####### | Elapsed Time: 0:51:03 ETA: 1:29:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_719.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_719.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (720 of 2020) |####### | Elapsed Time: 0:51:07 ETA: 1:32:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_720.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_720.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (721 of 2020) |####### | Elapsed Time: 0:51:11 ETA: 1:23:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_721.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_721.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (722 of 2020) |####### | Elapsed Time: 0:51:15 ETA: 1:33:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_722.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_722.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (723 of 2020) |####### | Elapsed Time: 0:51:19 ETA: 1:29:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_723.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_723.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (724 of 2020) |####### | Elapsed Time: 0:51:23 ETA: 1:19:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_724.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_724.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (725 of 2020) |####### | Elapsed Time: 0:51:27 ETA: 1:29:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_725.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_725.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (726 of 2020) |####### | Elapsed Time: 0:51:31 ETA: 1:28:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_726.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_726.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 35% (727 of 2020) |####### | Elapsed Time: 0:51:35 ETA: 1:20:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_727.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_727.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (728 of 2020) |####### | Elapsed Time: 0:51:39 ETA: 1:34:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_728.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_728.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (729 of 2020) |####### | Elapsed Time: 0:51:44 ETA: 1:32:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_729.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_729.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (730 of 2020) |####### | Elapsed Time: 0:51:48 ETA: 1:22:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_730.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_730.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (731 of 2020) |####### | Elapsed Time: 0:51:52 ETA: 1:27:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_731.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_731.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (732 of 2020) |####### | Elapsed Time: 0:51:56 ETA: 1:27:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_732.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_732.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (733 of 2020) |####### | Elapsed Time: 0:52:00 ETA: 1:21:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_733.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_733.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (734 of 2020) |####### | Elapsed Time: 0:52:04 ETA: 1:37:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_734.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_734.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (735 of 2020) |####### | Elapsed Time: 0:52:08 ETA: 1:32:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_735.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_735.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (736 of 2020) |####### | Elapsed Time: 0:52:12 ETA: 1:26:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_736.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_736.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (737 of 2020) |####### | Elapsed Time: 0:52:16 ETA: 1:26:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_737.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_737.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (738 of 2020) |####### | Elapsed Time: 0:52:21 ETA: 1:27:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_738.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_738.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (739 of 2020) |####### | Elapsed Time: 0:52:24 ETA: 1:20:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_739.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_739.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (740 of 2020) |####### | Elapsed Time: 0:52:29 ETA: 1:30:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_740.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_740.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (741 of 2020) |####### | Elapsed Time: 0:52:33 ETA: 1:33:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_741.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_741.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (742 of 2020) |####### | Elapsed Time: 0:52:37 ETA: 1:29:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_742.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_742.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (743 of 2020) |####### | Elapsed Time: 0:52:41 ETA: 1:30:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_743.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_743.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (744 of 2020) |####### | Elapsed Time: 0:52:46 ETA: 1:26:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_744.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_744.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (745 of 2020) |####### | Elapsed Time: 0:52:50 ETA: 1:30:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_745.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_745.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (746 of 2020) |####### | Elapsed Time: 0:52:54 ETA: 1:23:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_746.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_746.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 36% (747 of 2020) |####### | Elapsed Time: 0:52:58 ETA: 1:20:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_747.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_747.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (748 of 2020) |####### | Elapsed Time: 0:53:02 ETA: 1:26:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_748.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_748.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (749 of 2020) |####### | Elapsed Time: 0:53:06 ETA: 1:31:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_749.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_749.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (750 of 2020) |####### | Elapsed Time: 0:53:10 ETA: 1:23:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_750.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_750.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (751 of 2020) |####### | Elapsed Time: 0:53:14 ETA: 1:34:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_751.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_751.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (752 of 2020) |####### | Elapsed Time: 0:53:18 ETA: 1:27:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_752.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_752.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (753 of 2020) |####### | Elapsed Time: 0:53:22 ETA: 1:24:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_753.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_753.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (754 of 2020) |####### | Elapsed Time: 0:53:27 ETA: 1:32:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_754.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_754.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (755 of 2020) |####### | Elapsed Time: 0:53:31 ETA: 1:29:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_755.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_755.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (756 of 2020) |####### | Elapsed Time: 0:53:35 ETA: 1:26:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_756.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_756.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (757 of 2020) |####### | Elapsed Time: 0:53:40 ETA: 1:29:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_757.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_757.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (758 of 2020) |####### | Elapsed Time: 0:53:44 ETA: 1:29:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_758.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_758.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (759 of 2020) |####### | Elapsed Time: 0:53:48 ETA: 1:24:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_759.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_759.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (760 of 2020) |####### | Elapsed Time: 0:53:52 ETA: 1:27:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_760.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_760.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (761 of 2020) |####### | Elapsed Time: 0:53:56 ETA: 1:26:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_761.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_761.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (762 of 2020) |####### | Elapsed Time: 0:54:00 ETA: 1:21:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_762.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_762.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (763 of 2020) |####### | Elapsed Time: 0:54:04 ETA: 1:28:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_763.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_763.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (764 of 2020) |####### | Elapsed Time: 0:54:08 ETA: 1:27:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_764.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_764.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (765 of 2020) |####### | Elapsed Time: 0:54:12 ETA: 1:20:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_765.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_765.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (766 of 2020) |####### | Elapsed Time: 0:54:17 ETA: 1:31:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_766.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_766.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 37% (767 of 2020) |####### | Elapsed Time: 0:54:21 ETA: 1:23:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_767.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_767.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (768 of 2020) |####### | Elapsed Time: 0:54:24 ETA: 1:16:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_768.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_768.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (769 of 2020) |####### | Elapsed Time: 0:54:28 ETA: 1:26:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_769.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_769.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (770 of 2020) |######## | Elapsed Time: 0:54:33 ETA: 1:28:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_770.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_770.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (771 of 2020) |######## | Elapsed Time: 0:54:36 ETA: 1:18:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_771.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_771.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (772 of 2020) |######## | Elapsed Time: 0:54:41 ETA: 1:29:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_772.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_772.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (773 of 2020) |######## | Elapsed Time: 0:54:45 ETA: 1:27:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_773.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_773.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (774 of 2020) |######## | Elapsed Time: 0:54:49 ETA: 1:20:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_774.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_774.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (775 of 2020) |######## | Elapsed Time: 0:54:53 ETA: 1:29:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_775.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_775.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (776 of 2020) |######## | Elapsed Time: 0:54:57 ETA: 1:26:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_776.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_776.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (777 of 2020) |######## | Elapsed Time: 0:55:01 ETA: 1:19:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_777.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_777.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (778 of 2020) |######## | Elapsed Time: 0:55:06 ETA: 1:30:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_778.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_778.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (779 of 2020) |######## | Elapsed Time: 0:55:10 ETA: 1:26:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_779.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_779.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (780 of 2020) |######## | Elapsed Time: 0:55:14 ETA: 1:19:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_780.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_780.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (781 of 2020) |######## | Elapsed Time: 0:55:18 ETA: 1:27:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_781.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_781.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (782 of 2020) |######## | Elapsed Time: 0:55:22 ETA: 1:27:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_782.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_782.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (783 of 2020) |######## | Elapsed Time: 0:55:26 ETA: 1:21:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_783.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_783.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (784 of 2020) |######## | Elapsed Time: 0:55:30 ETA: 1:27:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_784.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_784.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (785 of 2020) |######## | Elapsed Time: 0:55:34 ETA: 1:23:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_785.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_785.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (786 of 2020) |######## | Elapsed Time: 0:55:39 ETA: 1:26:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_786.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_786.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 38% (787 of 2020) |######## | Elapsed Time: 0:55:43 ETA: 1:23:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_787.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_787.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (788 of 2020) |######## | Elapsed Time: 0:55:46 ETA: 1:18:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_788.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_788.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (789 of 2020) |######## | Elapsed Time: 0:55:51 ETA: 1:28:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_789.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_789.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (790 of 2020) |######## | Elapsed Time: 0:55:55 ETA: 1:26:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_790.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_790.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (791 of 2020) |######## | Elapsed Time: 0:55:59 ETA: 1:16:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_791.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_791.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (792 of 2020) |######## | Elapsed Time: 0:56:03 ETA: 1:24:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_792.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_792.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (793 of 2020) |######## | Elapsed Time: 0:56:07 ETA: 1:23:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_793.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_793.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (794 of 2020) |######## | Elapsed Time: 0:56:11 ETA: 1:22:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_794.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_794.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (795 of 2020) |######## | Elapsed Time: 0:56:15 ETA: 1:26:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_795.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_795.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (796 of 2020) |######## | Elapsed Time: 0:56:20 ETA: 1:28:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_796.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_796.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (797 of 2020) |######## | Elapsed Time: 0:56:23 ETA: 1:18:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_797.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_797.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (798 of 2020) |######## | Elapsed Time: 0:56:28 ETA: 1:27:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_798.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_798.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (799 of 2020) |######## | Elapsed Time: 0:56:32 ETA: 1:22:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_799.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_799.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (800 of 2020) |######## | Elapsed Time: 0:56:36 ETA: 1:20:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_800.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_800.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (801 of 2020) |######## | Elapsed Time: 0:56:40 ETA: 1:28:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_801.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_801.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (802 of 2020) |######## | Elapsed Time: 0:56:44 ETA: 1:26:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_802.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_802.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (803 of 2020) |######## | Elapsed Time: 0:56:48 ETA: 1:21:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_803.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_803.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (804 of 2020) |######## | Elapsed Time: 0:56:53 ETA: 1:27:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_804.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_804.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (805 of 2020) |######## | Elapsed Time: 0:56:57 ETA: 1:25:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_805.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_805.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (806 of 2020) |######## | Elapsed Time: 0:57:01 ETA: 1:15:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_806.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_806.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 39% (807 of 2020) |######## | Elapsed Time: 0:57:05 ETA: 1:24:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_807.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_807.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (808 of 2020) |######## | Elapsed Time: 0:57:09 ETA: 1:25:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_808.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_808.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (809 of 2020) |######## | Elapsed Time: 0:57:13 ETA: 1:21:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_809.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_809.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (810 of 2020) |######## | Elapsed Time: 0:57:17 ETA: 1:23:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_810.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_810.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (811 of 2020) |######## | Elapsed Time: 0:57:22 ETA: 1:29:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_811.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_811.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (812 of 2020) |######## | Elapsed Time: 0:57:26 ETA: 1:17:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_812.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_812.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (813 of 2020) |######## | Elapsed Time: 0:57:30 ETA: 1:27:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_813.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_813.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (814 of 2020) |######## | Elapsed Time: 0:57:34 ETA: 1:22:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_814.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_814.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (815 of 2020) |######## | Elapsed Time: 0:57:38 ETA: 1:14:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_815.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_815.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (816 of 2020) |######## | Elapsed Time: 0:57:42 ETA: 1:26:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_816.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_816.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (817 of 2020) |######## | Elapsed Time: 0:57:46 ETA: 1:25:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_817.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_817.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (818 of 2020) |######## | Elapsed Time: 0:57:50 ETA: 1:23:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_818.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_818.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (819 of 2020) |######## | Elapsed Time: 0:57:55 ETA: 1:27:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_819.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_819.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (820 of 2020) |######## | Elapsed Time: 0:57:59 ETA: 1:23:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_820.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_820.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (821 of 2020) |######## | Elapsed Time: 0:58:03 ETA: 1:16:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_821.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_821.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (822 of 2020) |######## | Elapsed Time: 0:58:07 ETA: 1:22:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_822.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_822.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (823 of 2020) |######## | Elapsed Time: 0:58:11 ETA: 1:23:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_823.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_823.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (824 of 2020) |######## | Elapsed Time: 0:58:15 ETA: 1:19:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_824.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_824.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (825 of 2020) |######## | Elapsed Time: 0:58:19 ETA: 1:25:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_825.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_825.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (826 of 2020) |######## | Elapsed Time: 0:58:24 ETA: 1:26:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_826.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_826.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (827 of 2020) |######## | Elapsed Time: 0:58:28 ETA: 1:16:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_827.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_827.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 40% (828 of 2020) |######## | Elapsed Time: 0:58:32 ETA: 1:22:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_828.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_828.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (829 of 2020) |######## | Elapsed Time: 0:58:36 ETA: 1:24:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_829.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_829.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (830 of 2020) |######## | Elapsed Time: 0:58:40 ETA: 1:14:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_830.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_830.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (831 of 2020) |######## | Elapsed Time: 0:58:44 ETA: 1:29:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_831.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_831.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (832 of 2020) |######## | Elapsed Time: 0:58:48 ETA: 1:19:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_832.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_832.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (833 of 2020) |######## | Elapsed Time: 0:58:52 ETA: 1:15:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_833.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_833.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (834 of 2020) |######## | Elapsed Time: 0:58:56 ETA: 1:20:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_834.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_834.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (835 of 2020) |######## | Elapsed Time: 0:59:01 ETA: 1:25:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_835.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_835.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (836 of 2020) |######## | Elapsed Time: 0:59:05 ETA: 1:23:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_836.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_836.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (837 of 2020) |######## | Elapsed Time: 0:59:09 ETA: 1:25:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_837.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_837.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (838 of 2020) |######## | Elapsed Time: 0:59:13 ETA: 1:22:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_838.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_838.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (839 of 2020) |######## | Elapsed Time: 0:59:17 ETA: 1:17:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_839.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_839.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (840 of 2020) |######## | Elapsed Time: 0:59:22 ETA: 1:28:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_840.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_840.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (841 of 2020) |######## | Elapsed Time: 0:59:25 ETA: 1:13:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_841.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_841.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (842 of 2020) |######## | Elapsed Time: 0:59:30 ETA: 1:22:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_842.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_842.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (843 of 2020) |######## | Elapsed Time: 0:59:34 ETA: 1:20:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_843.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_843.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (844 of 2020) |######## | Elapsed Time: 0:59:38 ETA: 1:22:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_844.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_844.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (845 of 2020) |######## | Elapsed Time: 0:59:42 ETA: 1:23:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_845.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_845.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (846 of 2020) |######## | Elapsed Time: 0:59:46 ETA: 1:19:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_846.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_846.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (847 of 2020) |######## | Elapsed Time: 0:59:50 ETA: 1:16:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_847.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_847.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 41% (848 of 2020) |######## | Elapsed Time: 0:59:54 ETA: 1:20:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_848.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_848.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (849 of 2020) |######## | Elapsed Time: 0:59:59 ETA: 1:23:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_849.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_849.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (850 of 2020) |######## | Elapsed Time: 1:00:03 ETA: 1:21:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_850.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_850.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (851 of 2020) |######## | Elapsed Time: 1:00:07 ETA: 1:19:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_851.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_851.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (852 of 2020) |######## | Elapsed Time: 1:00:11 ETA: 1:12:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_852.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_852.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (853 of 2020) |######## | Elapsed Time: 1:00:15 ETA: 1:24:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_853.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_853.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (854 of 2020) |######## | Elapsed Time: 1:00:19 ETA: 1:22:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_854.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_854.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (855 of 2020) |######## | Elapsed Time: 1:00:23 ETA: 1:11:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_855.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_855.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (856 of 2020) |######## | Elapsed Time: 1:00:27 ETA: 1:27:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_856.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_856.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (857 of 2020) |######## | Elapsed Time: 1:00:31 ETA: 1:11:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_857.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_857.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (858 of 2020) |######## | Elapsed Time: 1:00:36 ETA: 1:25:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_858.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_858.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (859 of 2020) |######## | Elapsed Time: 1:00:40 ETA: 1:23:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_859.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_859.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (860 of 2020) |######## | Elapsed Time: 1:00:44 ETA: 1:15:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_860.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_860.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (861 of 2020) |######## | Elapsed Time: 1:00:49 ETA: 1:31:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_861.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_861.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (862 of 2020) |######## | Elapsed Time: 1:00:53 ETA: 1:24:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_862.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_862.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (863 of 2020) |######## | Elapsed Time: 1:00:57 ETA: 1:18:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_863.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_863.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (864 of 2020) |######## | Elapsed Time: 1:01:01 ETA: 1:25:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_864.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_864.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (865 of 2020) |######## | Elapsed Time: 1:01:05 ETA: 1:15:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_865.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_865.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (866 of 2020) |######### | Elapsed Time: 1:01:10 ETA: 1:22:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_866.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_866.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (867 of 2020) |######### | Elapsed Time: 1:01:14 ETA: 1:21:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_867.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_867.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 42% (868 of 2020) |######### | Elapsed Time: 1:01:18 ETA: 1:13:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_868.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_868.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (869 of 2020) |######### | Elapsed Time: 1:01:22 ETA: 1:25:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_869.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_869.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (870 of 2020) |######### | Elapsed Time: 1:01:26 ETA: 1:11:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_870.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_870.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (871 of 2020) |######### | Elapsed Time: 1:01:30 ETA: 1:21:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_871.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_871.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (872 of 2020) |######### | Elapsed Time: 1:01:34 ETA: 1:15:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_872.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_872.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (873 of 2020) |######### | Elapsed Time: 1:01:38 ETA: 1:14:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_873.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_873.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (874 of 2020) |######### | Elapsed Time: 1:01:42 ETA: 1:22:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_874.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_874.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (875 of 2020) |######### | Elapsed Time: 1:01:47 ETA: 1:21:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_875.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_875.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (876 of 2020) |######### | Elapsed Time: 1:01:50 ETA: 1:15:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_876.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_876.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (877 of 2020) |######### | Elapsed Time: 1:01:55 ETA: 1:21:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_877.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_877.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (878 of 2020) |######### | Elapsed Time: 1:01:59 ETA: 1:24:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_878.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_878.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (879 of 2020) |######### | Elapsed Time: 1:02:03 ETA: 1:12:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_879.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_879.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (880 of 2020) |######### | Elapsed Time: 1:02:08 ETA: 1:26:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_880.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_880.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (881 of 2020) |######### | Elapsed Time: 1:02:12 ETA: 1:22:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_881.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_881.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (882 of 2020) |######### | Elapsed Time: 1:02:16 ETA: 1:15:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_882.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_882.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (883 of 2020) |######### | Elapsed Time: 1:02:20 ETA: 1:24:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_883.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_883.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (884 of 2020) |######### | Elapsed Time: 1:02:25 ETA: 1:19:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_884.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_884.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (885 of 2020) |######### | Elapsed Time: 1:02:28 ETA: 1:12:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_885.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_885.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (886 of 2020) |######### | Elapsed Time: 1:02:33 ETA: 1:22:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_886.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_886.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (887 of 2020) |######### | Elapsed Time: 1:02:37 ETA: 1:17:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_887.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_887.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 43% (888 of 2020) |######### | Elapsed Time: 1:02:40 ETA: 1:09:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_888.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_888.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (889 of 2020) |######### | Elapsed Time: 1:02:45 ETA: 1:20:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_889.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_889.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (890 of 2020) |######### | Elapsed Time: 1:02:49 ETA: 1:17:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_890.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_890.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (891 of 2020) |######### | Elapsed Time: 1:02:53 ETA: 1:14:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_891.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_891.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (892 of 2020) |######### | Elapsed Time: 1:02:57 ETA: 1:18:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_892.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_892.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (893 of 2020) |######### | Elapsed Time: 1:03:01 ETA: 1:21:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_893.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_893.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (894 of 2020) |######### | Elapsed Time: 1:03:05 ETA: 1:12:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_894.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_894.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (895 of 2020) |######### | Elapsed Time: 1:03:10 ETA: 1:20:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_895.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_895.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (896 of 2020) |######### | Elapsed Time: 1:03:14 ETA: 1:20:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_896.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_896.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (897 of 2020) |######### | Elapsed Time: 1:03:18 ETA: 1:10:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_897.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_897.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (898 of 2020) |######### | Elapsed Time: 1:03:22 ETA: 1:21:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_898.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_898.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (899 of 2020) |######### | Elapsed Time: 1:03:26 ETA: 1:15:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_899.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_899.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (900 of 2020) |######### | Elapsed Time: 1:03:30 ETA: 1:08:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_900.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_900.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (901 of 2020) |######### | Elapsed Time: 1:03:34 ETA: 1:20:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_901.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_901.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (902 of 2020) |######### | Elapsed Time: 1:03:38 ETA: 1:11:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_902.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_902.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (903 of 2020) |######### | Elapsed Time: 1:03:42 ETA: 1:24:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_903.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_903.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (904 of 2020) |######### | Elapsed Time: 1:03:46 ETA: 1:14:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_904.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_904.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (905 of 2020) |######### | Elapsed Time: 1:03:50 ETA: 1:12:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_905.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_905.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (906 of 2020) |######### | Elapsed Time: 1:03:55 ETA: 1:24:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_906.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_906.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (907 of 2020) |######### | Elapsed Time: 1:03:59 ETA: 1:15:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_907.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_907.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 44% (908 of 2020) |######### | Elapsed Time: 1:04:03 ETA: 1:10:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_908.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_908.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (909 of 2020) |######### | Elapsed Time: 1:04:07 ETA: 1:21:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_909.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_909.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (910 of 2020) |######### | Elapsed Time: 1:04:11 ETA: 1:15:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_910.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_910.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (911 of 2020) |######### | Elapsed Time: 1:04:15 ETA: 1:11:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_911.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_911.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (912 of 2020) |######### | Elapsed Time: 1:04:19 ETA: 1:20:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_912.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_912.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (913 of 2020) |######### | Elapsed Time: 1:04:24 ETA: 1:17:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_913.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_913.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (914 of 2020) |######### | Elapsed Time: 1:04:28 ETA: 1:13:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_914.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_914.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (915 of 2020) |######### | Elapsed Time: 1:04:32 ETA: 1:20:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_915.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_915.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (916 of 2020) |######### | Elapsed Time: 1:04:36 ETA: 1:14:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_916.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_916.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (917 of 2020) |######### | Elapsed Time: 1:04:40 ETA: 1:12:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_917.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_917.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (918 of 2020) |######### | Elapsed Time: 1:04:44 ETA: 1:18:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_918.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_918.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (919 of 2020) |######### | Elapsed Time: 1:04:48 ETA: 1:17:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_919.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_919.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (920 of 2020) |######### | Elapsed Time: 1:04:53 ETA: 1:17:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_920.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_920.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (921 of 2020) |######### | Elapsed Time: 1:04:57 ETA: 1:24:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_921.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_921.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (922 of 2020) |######### | Elapsed Time: 1:05:02 ETA: 1:18:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_922.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_922.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (923 of 2020) |######### | Elapsed Time: 1:05:05 ETA: 1:08:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_923.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_923.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (924 of 2020) |######### | Elapsed Time: 1:05:10 ETA: 1:14:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_924.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_924.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (925 of 2020) |######### | Elapsed Time: 1:05:14 ETA: 1:17:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_925.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_925.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (926 of 2020) |######### | Elapsed Time: 1:05:18 ETA: 1:14:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_926.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_926.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (927 of 2020) |######### | Elapsed Time: 1:05:22 ETA: 1:18:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_927.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_927.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (928 of 2020) |######### | Elapsed Time: 1:05:26 ETA: 1:15:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_928.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_928.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 45% (929 of 2020) |######### | Elapsed Time: 1:05:30 ETA: 1:14:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_929.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_929.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (930 of 2020) |######### | Elapsed Time: 1:05:35 ETA: 1:23:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_930.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_930.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (931 of 2020) |######### | Elapsed Time: 1:05:39 ETA: 1:11:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_931.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_931.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (932 of 2020) |######### | Elapsed Time: 1:05:43 ETA: 1:10:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_932.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_932.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (933 of 2020) |######### | Elapsed Time: 1:05:47 ETA: 1:16:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_933.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_933.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (934 of 2020) |######### | Elapsed Time: 1:05:51 ETA: 1:13:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_934.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_934.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (935 of 2020) |######### | Elapsed Time: 1:05:55 ETA: 1:13:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_935.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_935.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (936 of 2020) |######### | Elapsed Time: 1:06:00 ETA: 1:23:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_936.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_936.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (937 of 2020) |######### | Elapsed Time: 1:06:04 ETA: 1:16:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_937.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_937.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (938 of 2020) |######### | Elapsed Time: 1:06:08 ETA: 1:11:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_938.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_938.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (939 of 2020) |######### | Elapsed Time: 1:06:12 ETA: 1:19:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_939.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_939.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (940 of 2020) |######### | Elapsed Time: 1:06:17 ETA: 1:14:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_940.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_940.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (941 of 2020) |######### | Elapsed Time: 1:06:21 ETA: 1:12:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_941.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_941.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (942 of 2020) |######### | Elapsed Time: 1:06:25 ETA: 1:18:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_942.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_942.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (943 of 2020) |######### | Elapsed Time: 1:06:29 ETA: 1:09:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_943.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_943.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (944 of 2020) |######### | Elapsed Time: 1:06:33 ETA: 1:19:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_944.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_944.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (945 of 2020) |######### | Elapsed Time: 1:06:37 ETA: 1:15:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_945.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_945.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (946 of 2020) |######### | Elapsed Time: 1:06:41 ETA: 1:11:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_946.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_946.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (947 of 2020) |######### | Elapsed Time: 1:06:46 ETA: 1:16:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_947.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_947.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (948 of 2020) |######### | Elapsed Time: 1:06:50 ETA: 1:13:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_948.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_948.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 46% (949 of 2020) |######### | Elapsed Time: 1:06:54 ETA: 1:21:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_949.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_949.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (950 of 2020) |######### | Elapsed Time: 1:06:59 ETA: 1:19:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_950.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_950.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (951 of 2020) |######### | Elapsed Time: 1:07:03 ETA: 1:16:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_951.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_951.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (952 of 2020) |######### | Elapsed Time: 1:07:07 ETA: 1:08:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_952.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_952.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (953 of 2020) |######### | Elapsed Time: 1:07:11 ETA: 1:12:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_953.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_953.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (954 of 2020) |######### | Elapsed Time: 1:07:15 ETA: 1:14:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_954.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_954.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (955 of 2020) |######### | Elapsed Time: 1:07:19 ETA: 1:09:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_955.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_955.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (956 of 2020) |######### | Elapsed Time: 1:07:23 ETA: 1:16:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_956.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_956.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (957 of 2020) |######### | Elapsed Time: 1:07:27 ETA: 1:10:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_957.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_957.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (958 of 2020) |######### | Elapsed Time: 1:07:31 ETA: 1:08:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_958.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_958.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (959 of 2020) |######### | Elapsed Time: 1:07:36 ETA: 1:18:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_959.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_959.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (960 of 2020) |######### | Elapsed Time: 1:07:40 ETA: 1:19:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_960.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_960.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (961 of 2020) |######### | Elapsed Time: 1:07:44 ETA: 1:08:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_961.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_961.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (962 of 2020) |########## | Elapsed Time: 1:07:48 ETA: 1:15:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_962.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_962.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (963 of 2020) |########## | Elapsed Time: 1:07:52 ETA: 1:10:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_963.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_963.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (964 of 2020) |########## | Elapsed Time: 1:07:56 ETA: 1:12:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_964.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_964.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (965 of 2020) |########## | Elapsed Time: 1:08:01 ETA: 1:16:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_965.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_965.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (966 of 2020) |########## | Elapsed Time: 1:08:05 ETA: 1:20:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_966.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_966.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (967 of 2020) |########## | Elapsed Time: 1:08:09 ETA: 1:12:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_967.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_967.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (968 of 2020) |########## | Elapsed Time: 1:08:14 ETA: 1:20:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_968.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_968.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 47% (969 of 2020) |########## | Elapsed Time: 1:08:18 ETA: 1:08:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_969.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_969.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (970 of 2020) |########## | Elapsed Time: 1:08:22 ETA: 1:08:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_970.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_970.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (971 of 2020) |########## | Elapsed Time: 1:08:26 ETA: 1:13:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_971.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_971.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (972 of 2020) |########## | Elapsed Time: 1:08:30 ETA: 1:10:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_972.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_972.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (973 of 2020) |########## | Elapsed Time: 1:08:34 ETA: 1:08:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_973.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_973.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (974 of 2020) |########## | Elapsed Time: 1:08:38 ETA: 1:13:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_974.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_974.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (975 of 2020) |########## | Elapsed Time: 1:08:42 ETA: 1:13:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_975.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_975.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (976 of 2020) |########## | Elapsed Time: 1:08:46 ETA: 1:05:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_976.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_976.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (977 of 2020) |########## | Elapsed Time: 1:08:50 ETA: 1:12:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_977.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_977.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (978 of 2020) |########## | Elapsed Time: 1:08:55 ETA: 1:18:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_978.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_978.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (979 of 2020) |########## | Elapsed Time: 1:08:59 ETA: 1:07:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_979.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_979.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (980 of 2020) |########## | Elapsed Time: 1:09:03 ETA: 1:11:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_980.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_980.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (981 of 2020) |########## | Elapsed Time: 1:09:07 ETA: 1:11:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_981.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_981.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (982 of 2020) |########## | Elapsed Time: 1:09:11 ETA: 1:06:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_982.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_982.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (983 of 2020) |########## | Elapsed Time: 1:09:15 ETA: 1:13:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_983.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_983.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (984 of 2020) |########## | Elapsed Time: 1:09:19 ETA: 1:11:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_984.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_984.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (985 of 2020) |########## | Elapsed Time: 1:09:23 ETA: 1:03:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_985.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_985.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (986 of 2020) |########## | Elapsed Time: 1:09:27 ETA: 1:14:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_986.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_986.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (987 of 2020) |########## | Elapsed Time: 1:09:32 ETA: 1:17:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_987.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_987.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (988 of 2020) |########## | Elapsed Time: 1:09:36 ETA: 1:10:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_988.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_988.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 48% (989 of 2020) |########## | Elapsed Time: 1:09:40 ETA: 1:12:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_989.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_989.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (990 of 2020) |########## | Elapsed Time: 1:09:44 ETA: 1:09:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_990.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_990.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (991 of 2020) |########## | Elapsed Time: 1:09:48 ETA: 1:04:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_991.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_991.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (992 of 2020) |########## | Elapsed Time: 1:09:52 ETA: 1:09:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_992.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_992.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (993 of 2020) |########## | Elapsed Time: 1:09:56 ETA: 1:08:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_993.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_993.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (994 of 2020) |########## | Elapsed Time: 1:10:01 ETA: 1:20:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_994.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_994.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (995 of 2020) |########## | Elapsed Time: 1:10:05 ETA: 1:13:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_995.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_995.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (996 of 2020) |########## | Elapsed Time: 1:10:09 ETA: 1:10:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_996.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_996.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (997 of 2020) |########## | Elapsed Time: 1:10:13 ETA: 1:14:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_997.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_997.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (998 of 2020) |########## | Elapsed Time: 1:10:18 ETA: 1:14:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_998.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_998.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (999 of 2020) |########## | Elapsed Time: 1:10:22 ETA: 1:09:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_999.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_999.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. N/A% (0 of 500) | | Elapsed Time: 0:00:00 ETA: --:--:--
Testing:
100% (500 of 500) |######################| Elapsed Time: 0:01:53 ETA: 00:00:00
Total test loss: 3.1203514666557313 -------------------------------------------------- saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1000.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1000.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1001 of 2020) |###### | Elapsed Time: 1:12:24 ETA: 1 day, 9:15:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1001.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1001.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1002 of 2020) |######### | Elapsed Time: 1:12:28 ETA: 1:09:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1002.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1002.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1003 of 2020) |######### | Elapsed Time: 1:12:32 ETA: 1:03:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1003.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1003.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1004 of 2020) |######### | Elapsed Time: 1:12:36 ETA: 1:12:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1004.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1004.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1005 of 2020) |######### | Elapsed Time: 1:12:40 ETA: 1:05:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1005.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1005.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1006 of 2020) |######### | Elapsed Time: 1:12:44 ETA: 1:10:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1006.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1006.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1007 of 2020) |######### | Elapsed Time: 1:12:48 ETA: 1:09:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1007.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1007.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1008 of 2020) |######### | Elapsed Time: 1:12:52 ETA: 1:04:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1008.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1008.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 49% (1009 of 2020) |######### | Elapsed Time: 1:12:56 ETA: 1:12:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1009.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1009.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1010 of 2020) |########## | Elapsed Time: 1:13:00 ETA: 1:09:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1010.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1010.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1011 of 2020) |########## | Elapsed Time: 1:13:04 ETA: 1:10:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1011.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1011.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1012 of 2020) |########## | Elapsed Time: 1:13:09 ETA: 1:10:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1012.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1012.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1013 of 2020) |########## | Elapsed Time: 1:13:13 ETA: 1:09:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1013.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1013.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1014 of 2020) |########## | Elapsed Time: 1:13:17 ETA: 1:08:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1014.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1014.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1015 of 2020) |########## | Elapsed Time: 1:13:21 ETA: 1:03:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1015.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1015.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1016 of 2020) |########## | Elapsed Time: 1:13:25 ETA: 1:08:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1016.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1016.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1017 of 2020) |########## | Elapsed Time: 1:13:29 ETA: 1:06:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1017.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1017.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1018 of 2020) |########## | Elapsed Time: 1:13:33 ETA: 1:04:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1018.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1018.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1019 of 2020) |########## | Elapsed Time: 1:13:37 ETA: 1:11:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1019.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1019.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1020 of 2020) |########## | Elapsed Time: 1:13:41 ETA: 1:01:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1020.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1020.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1021 of 2020) |########## | Elapsed Time: 1:13:45 ETA: 1:10:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1021.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1021.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1022 of 2020) |########## | Elapsed Time: 1:13:49 ETA: 1:10:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1022.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1022.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1023 of 2020) |########## | Elapsed Time: 1:13:53 ETA: 1:01:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1023.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1023.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1024 of 2020) |########## | Elapsed Time: 1:13:57 ETA: 1:09:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1024.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1024.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1025 of 2020) |########## | Elapsed Time: 1:14:01 ETA: 1:11:23
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1025.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1025.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1026 of 2020) |########## | Elapsed Time: 1:14:05 ETA: 1:07:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1026.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1026.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1027 of 2020) |########## | Elapsed Time: 1:14:09 ETA: 1:08:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1027.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1027.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1028 of 2020) |########## | Elapsed Time: 1:14:14 ETA: 1:07:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1028.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1028.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1029 of 2020) |########## | Elapsed Time: 1:14:17 ETA: 1:03:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1029.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1029.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 50% (1030 of 2020) |########## | Elapsed Time: 1:14:21 ETA: 1:08:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1030.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1030.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1031 of 2020) |########## | Elapsed Time: 1:14:25 ETA: 1:06:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1031.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1031.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1032 of 2020) |########## | Elapsed Time: 1:14:30 ETA: 1:06:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1032.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1032.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1033 of 2020) |########## | Elapsed Time: 1:14:34 ETA: 1:07:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1033.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1033.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1034 of 2020) |########## | Elapsed Time: 1:14:38 ETA: 1:11:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1034.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1034.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1035 of 2020) |########## | Elapsed Time: 1:14:42 ETA: 1:01:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1035.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1035.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1036 of 2020) |########## | Elapsed Time: 1:14:46 ETA: 1:09:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1036.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1036.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1037 of 2020) |########## | Elapsed Time: 1:14:50 ETA: 1:10:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1037.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1037.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1038 of 2020) |########## | Elapsed Time: 1:14:54 ETA: 1:03:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1038.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1038.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1039 of 2020) |########## | Elapsed Time: 1:14:59 ETA: 1:12:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1039.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1039.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1040 of 2020) |########## | Elapsed Time: 1:15:03 ETA: 1:06:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1040.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1040.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1041 of 2020) |########## | Elapsed Time: 1:15:07 ETA: 1:08:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1041.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1041.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1042 of 2020) |########## | Elapsed Time: 1:15:11 ETA: 1:03:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1042.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1042.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1043 of 2020) |########## | Elapsed Time: 1:15:15 ETA: 1:02:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1043.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1043.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1044 of 2020) |########## | Elapsed Time: 1:15:19 ETA: 1:08:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1044.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1044.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1045 of 2020) |########## | Elapsed Time: 1:15:23 ETA: 1:10:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1045.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1045.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1046 of 2020) |########## | Elapsed Time: 1:15:27 ETA: 1:02:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1046.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1046.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1047 of 2020) |########## | Elapsed Time: 1:15:31 ETA: 1:07:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1047.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1047.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1048 of 2020) |########## | Elapsed Time: 1:15:35 ETA: 1:01:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1048.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1048.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1049 of 2020) |########## | Elapsed Time: 1:15:39 ETA: 1:09:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1049.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1049.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 51% (1050 of 2020) |########## | Elapsed Time: 1:15:43 ETA: 1:05:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1050.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1050.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1051 of 2020) |########## | Elapsed Time: 1:15:47 ETA: 1:03:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1051.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1051.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1052 of 2020) |########## | Elapsed Time: 1:15:51 ETA: 1:08:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1052.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1052.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1053 of 2020) |########## | Elapsed Time: 1:15:56 ETA: 1:10:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1053.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1053.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1054 of 2020) |########## | Elapsed Time: 1:16:00 ETA: 1:02:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1054.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1054.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1055 of 2020) |########## | Elapsed Time: 1:16:04 ETA: 1:13:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1055.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1055.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1056 of 2020) |########## | Elapsed Time: 1:16:08 ETA: 1:02:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1056.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1056.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1057 of 2020) |########## | Elapsed Time: 1:16:12 ETA: 1:07:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1057.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1057.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1058 of 2020) |########## | Elapsed Time: 1:16:17 ETA: 1:08:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1058.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1058.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1059 of 2020) |########## | Elapsed Time: 1:16:21 ETA: 1:02:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1059.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1059.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1060 of 2020) |########## | Elapsed Time: 1:16:25 ETA: 1:07:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1060.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1060.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1061 of 2020) |########## | Elapsed Time: 1:16:29 ETA: 1:05:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1061.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1061.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1062 of 2020) |########## | Elapsed Time: 1:16:33 ETA: 1:03:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1062.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1062.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1063 of 2020) |########## | Elapsed Time: 1:16:37 ETA: 1:13:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1063.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1063.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1064 of 2020) |########## | Elapsed Time: 1:16:42 ETA: 1:05:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1064.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1064.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1065 of 2020) |########## | Elapsed Time: 1:16:45 ETA: 1:00:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1065.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1065.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1066 of 2020) |########## | Elapsed Time: 1:16:50 ETA: 1:07:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1066.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1066.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1067 of 2020) |########## | Elapsed Time: 1:16:54 ETA: 1:07:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1067.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1067.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1068 of 2020) |########## | Elapsed Time: 1:16:58 ETA: 1:01:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1068.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1068.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1069 of 2020) |########## | Elapsed Time: 1:17:02 ETA: 1:08:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1069.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1069.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 52% (1070 of 2020) |########## | Elapsed Time: 1:17:06 ETA: 1:04:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1070.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1070.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1071 of 2020) |########## | Elapsed Time: 1:17:10 ETA: 1:00:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1071.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1071.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1072 of 2020) |########## | Elapsed Time: 1:17:14 ETA: 1:06:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1072.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1072.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1073 of 2020) |########## | Elapsed Time: 1:17:18 ETA: 1:05:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1073.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1073.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1074 of 2020) |########## | Elapsed Time: 1:17:22 ETA: 0:59:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1074.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1074.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1075 of 2020) |########## | Elapsed Time: 1:17:26 ETA: 1:03:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1075.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1075.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1076 of 2020) |########## | Elapsed Time: 1:17:30 ETA: 1:06:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1076.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1076.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1077 of 2020) |########## | Elapsed Time: 1:17:35 ETA: 1:07:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1077.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1077.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1078 of 2020) |########## | Elapsed Time: 1:17:39 ETA: 1:08:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1078.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1078.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1079 of 2020) |########## | Elapsed Time: 1:17:43 ETA: 1:05:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1079.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1079.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1080 of 2020) |########## | Elapsed Time: 1:17:47 ETA: 1:05:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1080.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1080.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1081 of 2020) |########## | Elapsed Time: 1:17:51 ETA: 1:06:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1081.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1081.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1082 of 2020) |########## | Elapsed Time: 1:17:56 ETA: 1:02:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1082.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1082.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1083 of 2020) |########## | Elapsed Time: 1:17:59 ETA: 0:59:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1083.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1083.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1084 of 2020) |########## | Elapsed Time: 1:18:04 ETA: 1:06:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1084.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1084.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1085 of 2020) |########## | Elapsed Time: 1:18:08 ETA: 1:10:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1085.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1085.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1086 of 2020) |########## | Elapsed Time: 1:18:12 ETA: 1:00:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1086.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1086.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1087 of 2020) |########## | Elapsed Time: 1:18:16 ETA: 1:07:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1087.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1087.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1088 of 2020) |########## | Elapsed Time: 1:18:20 ETA: 1:03:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1088.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1088.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1089 of 2020) |########## | Elapsed Time: 1:18:24 ETA: 0:59:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1089.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1089.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 53% (1090 of 2020) |########## | Elapsed Time: 1:18:29 ETA: 1:06:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1090.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1090.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1091 of 2020) |########## | Elapsed Time: 1:18:32 ETA: 0:58:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1091.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1091.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1092 of 2020) |########## | Elapsed Time: 1:18:37 ETA: 1:07:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1092.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1092.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1093 of 2020) |########## | Elapsed Time: 1:18:41 ETA: 1:01:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1093.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1093.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1094 of 2020) |########## | Elapsed Time: 1:18:45 ETA: 1:03:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1094.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1094.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1095 of 2020) |########## | Elapsed Time: 1:18:49 ETA: 1:06:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1095.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1095.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1096 of 2020) |########## | Elapsed Time: 1:18:53 ETA: 1:02:53
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1096.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1096.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1097 of 2020) |########## | Elapsed Time: 1:18:57 ETA: 1:00:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1097.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1097.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1098 of 2020) |########## | Elapsed Time: 1:19:01 ETA: 1:03:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1098.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1098.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1099 of 2020) |########## | Elapsed Time: 1:19:05 ETA: 0:57:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1099.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1099.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1100 of 2020) |########## | Elapsed Time: 1:19:09 ETA: 1:07:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1100.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1100.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1101 of 2020) |########## | Elapsed Time: 1:19:14 ETA: 1:04:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1101.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1101.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1102 of 2020) |########## | Elapsed Time: 1:19:18 ETA: 1:00:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1102.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1102.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1103 of 2020) |########## | Elapsed Time: 1:19:22 ETA: 1:06:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1103.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1103.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1104 of 2020) |########## | Elapsed Time: 1:19:26 ETA: 1:03:20
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1104.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1104.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1105 of 2020) |########## | Elapsed Time: 1:19:30 ETA: 0:58:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1105.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1105.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1106 of 2020) |########## | Elapsed Time: 1:19:34 ETA: 1:01:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1106.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1106.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1107 of 2020) |########## | Elapsed Time: 1:19:38 ETA: 0:59:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1107.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1107.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1108 of 2020) |########## | Elapsed Time: 1:19:42 ETA: 1:05:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1108.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1108.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1109 of 2020) |########## | Elapsed Time: 1:19:47 ETA: 1:07:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1109.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1109.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 54% (1110 of 2020) |########## | Elapsed Time: 1:19:51 ETA: 0:59:40
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1110.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1110.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1111 of 2020) |########### | Elapsed Time: 1:19:55 ETA: 1:01:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1111.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1111.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1112 of 2020) |########### | Elapsed Time: 1:19:59 ETA: 1:05:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1112.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1112.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1113 of 2020) |########### | Elapsed Time: 1:20:03 ETA: 0:58:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1113.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1113.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1114 of 2020) |########### | Elapsed Time: 1:20:07 ETA: 1:04:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1114.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1114.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1115 of 2020) |########### | Elapsed Time: 1:20:11 ETA: 1:01:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1115.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1115.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1116 of 2020) |########### | Elapsed Time: 1:20:15 ETA: 1:02:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1116.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1116.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1117 of 2020) |########### | Elapsed Time: 1:20:20 ETA: 1:04:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1117.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1117.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1118 of 2020) |########### | Elapsed Time: 1:20:23 ETA: 0:57:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1118.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1118.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1119 of 2020) |########### | Elapsed Time: 1:20:28 ETA: 1:05:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1119.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1119.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1120 of 2020) |########### | Elapsed Time: 1:20:32 ETA: 0:58:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1120.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1120.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1121 of 2020) |########### | Elapsed Time: 1:20:36 ETA: 1:02:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1121.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1121.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1122 of 2020) |########### | Elapsed Time: 1:20:40 ETA: 0:59:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1122.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1122.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1123 of 2020) |########### | Elapsed Time: 1:20:44 ETA: 0:58:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1123.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1123.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1124 of 2020) |########### | Elapsed Time: 1:20:48 ETA: 1:06:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1124.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1124.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1125 of 2020) |########### | Elapsed Time: 1:20:52 ETA: 1:00:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1125.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1125.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1126 of 2020) |########### | Elapsed Time: 1:20:56 ETA: 0:59:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1126.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1126.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1127 of 2020) |########### | Elapsed Time: 1:21:01 ETA: 1:02:02
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1127.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1127.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1128 of 2020) |########### | Elapsed Time: 1:21:05 ETA: 1:02:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1128.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1128.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1129 of 2020) |########### | Elapsed Time: 1:21:09 ETA: 0:58:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1129.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1129.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1130 of 2020) |########### | Elapsed Time: 1:21:13 ETA: 1:02:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1130.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1130.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 55% (1131 of 2020) |########### | Elapsed Time: 1:21:17 ETA: 1:01:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1131.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1131.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1132 of 2020) |########### | Elapsed Time: 1:21:21 ETA: 0:56:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1132.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1132.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1133 of 2020) |########### | Elapsed Time: 1:21:25 ETA: 1:03:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1133.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1133.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1134 of 2020) |########### | Elapsed Time: 1:21:29 ETA: 1:00:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1134.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1134.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1135 of 2020) |########### | Elapsed Time: 1:21:33 ETA: 0:58:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1135.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1135.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1136 of 2020) |########### | Elapsed Time: 1:21:38 ETA: 1:06:31
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1136.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1136.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1137 of 2020) |########### | Elapsed Time: 1:21:42 ETA: 0:59:55
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1137.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1137.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1138 of 2020) |########### | Elapsed Time: 1:21:46 ETA: 0:59:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1138.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1138.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1139 of 2020) |########### | Elapsed Time: 1:21:50 ETA: 1:00:04
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1139.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1139.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1140 of 2020) |########### | Elapsed Time: 1:21:54 ETA: 1:01:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1140.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1140.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1141 of 2020) |########### | Elapsed Time: 1:21:58 ETA: 0:56:24
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1141.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1141.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1142 of 2020) |########### | Elapsed Time: 1:22:02 ETA: 1:00:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1142.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1142.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1143 of 2020) |########### | Elapsed Time: 1:22:06 ETA: 0:59:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1143.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1143.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1144 of 2020) |########### | Elapsed Time: 1:22:10 ETA: 1:02:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1144.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1144.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1145 of 2020) |########### | Elapsed Time: 1:22:15 ETA: 1:01:57
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1145.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1145.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1146 of 2020) |########### | Elapsed Time: 1:22:19 ETA: 1:02:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1146.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1146.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1147 of 2020) |########### | Elapsed Time: 1:22:23 ETA: 0:52:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1147.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1147.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1148 of 2020) |########### | Elapsed Time: 1:22:27 ETA: 1:01:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1148.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1148.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1149 of 2020) |########### | Elapsed Time: 1:22:31 ETA: 1:00:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1149.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1149.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1150 of 2020) |########### | Elapsed Time: 1:22:35 ETA: 0:57:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1150.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1150.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 56% (1151 of 2020) |########### | Elapsed Time: 1:22:39 ETA: 0:59:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1151.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1151.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1152 of 2020) |########### | Elapsed Time: 1:22:43 ETA: 0:58:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1152.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1152.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1153 of 2020) |########### | Elapsed Time: 1:22:47 ETA: 1:02:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1153.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1153.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1154 of 2020) |########### | Elapsed Time: 1:22:51 ETA: 0:58:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1154.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1154.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1155 of 2020) |########### | Elapsed Time: 1:22:55 ETA: 0:55:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1155.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1155.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1156 of 2020) |########### | Elapsed Time: 1:23:00 ETA: 1:03:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1156.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1156.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1157 of 2020) |########### | Elapsed Time: 1:23:04 ETA: 1:01:21
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1157.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1157.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1158 of 2020) |########### | Elapsed Time: 1:23:08 ETA: 0:55:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1158.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1158.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1159 of 2020) |########### | Elapsed Time: 1:23:12 ETA: 1:00:43
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1159.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1159.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1160 of 2020) |########### | Elapsed Time: 1:23:16 ETA: 0:57:37
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1160.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1160.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1161 of 2020) |########### | Elapsed Time: 1:23:20 ETA: 1:01:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1161.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1161.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1162 of 2020) |########### | Elapsed Time: 1:23:25 ETA: 0:59:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1162.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1162.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1163 of 2020) |########### | Elapsed Time: 1:23:29 ETA: 0:57:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1163.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1163.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1164 of 2020) |########### | Elapsed Time: 1:23:33 ETA: 0:55:34
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1164.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1164.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1165 of 2020) |########### | Elapsed Time: 1:23:37 ETA: 1:04:09
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1165.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1165.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1166 of 2020) |########### | Elapsed Time: 1:23:41 ETA: 0:59:42
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1166.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1166.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1167 of 2020) |########### | Elapsed Time: 1:23:45 ETA: 0:57:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1167.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1167.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1168 of 2020) |########### | Elapsed Time: 1:23:49 ETA: 0:59:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1168.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1168.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1169 of 2020) |########### | Elapsed Time: 1:23:53 ETA: 0:56:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1169.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1169.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1170 of 2020) |########### | Elapsed Time: 1:23:57 ETA: 0:54:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1170.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1170.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 57% (1171 of 2020) |########### | Elapsed Time: 1:24:01 ETA: 0:58:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1171.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1171.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1172 of 2020) |########### | Elapsed Time: 1:24:05 ETA: 0:56:56
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1172.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1172.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1173 of 2020) |########### | Elapsed Time: 1:24:10 ETA: 1:00:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1173.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1173.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1174 of 2020) |########### | Elapsed Time: 1:24:14 ETA: 0:58:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1174.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1174.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1175 of 2020) |########### | Elapsed Time: 1:24:18 ETA: 0:58:25
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1175.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1175.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1176 of 2020) |########### | Elapsed Time: 1:24:22 ETA: 0:52:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1176.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1176.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1177 of 2020) |########### | Elapsed Time: 1:24:26 ETA: 1:00:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1177.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1177.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1178 of 2020) |########### | Elapsed Time: 1:24:30 ETA: 0:56:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1178.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1178.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1179 of 2020) |########### | Elapsed Time: 1:24:34 ETA: 0:54:30
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1179.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1179.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1180 of 2020) |########### | Elapsed Time: 1:24:38 ETA: 0:59:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1180.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1180.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1181 of 2020) |########### | Elapsed Time: 1:24:42 ETA: 0:59:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1181.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1181.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1182 of 2020) |########### | Elapsed Time: 1:24:46 ETA: 0:55:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1182.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1182.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1183 of 2020) |########### | Elapsed Time: 1:24:51 ETA: 1:03:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1183.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1183.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1184 of 2020) |########### | Elapsed Time: 1:24:55 ETA: 1:02:00
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1184.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1184.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1185 of 2020) |########### | Elapsed Time: 1:24:59 ETA: 0:54:41
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1185.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1185.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1186 of 2020) |########### | Elapsed Time: 1:25:04 ETA: 1:01:54
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1186.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1186.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1187 of 2020) |########### | Elapsed Time: 1:25:08 ETA: 0:59:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1187.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1187.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1188 of 2020) |########### | Elapsed Time: 1:25:12 ETA: 0:57:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1188.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1188.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1189 of 2020) |########### | Elapsed Time: 1:25:16 ETA: 0:57:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1189.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1189.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1190 of 2020) |########### | Elapsed Time: 1:25:21 ETA: 0:57:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1190.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1190.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 58% (1191 of 2020) |########### | Elapsed Time: 1:25:25 ETA: 0:55:26
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1191.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1191.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1192 of 2020) |########### | Elapsed Time: 1:25:29 ETA: 0:56:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1192.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1192.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1193 of 2020) |########### | Elapsed Time: 1:25:33 ETA: 0:57:36
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1193.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1193.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1194 of 2020) |########### | Elapsed Time: 1:25:37 ETA: 0:51:07
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1194.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1194.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1195 of 2020) |########### | Elapsed Time: 1:25:41 ETA: 0:58:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1195.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1195.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1196 of 2020) |########### | Elapsed Time: 1:25:45 ETA: 0:57:18
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1196.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1196.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1197 of 2020) |########### | Elapsed Time: 1:25:49 ETA: 0:57:46
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1197.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1197.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1198 of 2020) |########### | Elapsed Time: 1:25:53 ETA: 0:58:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1198.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1198.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1199 of 2020) |########### | Elapsed Time: 1:25:58 ETA: 0:59:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1199.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1199.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1200 of 2020) |########### | Elapsed Time: 1:26:02 ETA: 0:55:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1200.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1200.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1201 of 2020) |########### | Elapsed Time: 1:26:06 ETA: 0:58:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1201.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1201.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1202 of 2020) |########### | Elapsed Time: 1:26:10 ETA: 0:53:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1202.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1202.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1203 of 2020) |########### | Elapsed Time: 1:26:14 ETA: 0:57:03
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1203.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1203.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1204 of 2020) |########### | Elapsed Time: 1:26:18 ETA: 0:55:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1204.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1204.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1205 of 2020) |########### | Elapsed Time: 1:26:22 ETA: 0:49:28
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1205.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1205.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1206 of 2020) |########### | Elapsed Time: 1:26:26 ETA: 0:56:27
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1206.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1206.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1207 of 2020) |########### | Elapsed Time: 1:26:30 ETA: 0:56:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1207.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1207.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1208 of 2020) |########### | Elapsed Time: 1:26:34 ETA: 0:53:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1208.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1208.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1209 of 2020) |########### | Elapsed Time: 1:26:38 ETA: 0:56:01
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1209.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1209.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1210 of 2020) |########### | Elapsed Time: 1:26:43 ETA: 0:57:39
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1210.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1210.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 59% (1211 of 2020) |########### | Elapsed Time: 1:26:47 ETA: 0:52:06
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1211.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1211.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1212 of 2020) |############ | Elapsed Time: 1:26:51 ETA: 0:55:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1212.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1212.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1213 of 2020) |############ | Elapsed Time: 1:26:55 ETA: 0:54:45
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1213.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1213.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1214 of 2020) |############ | Elapsed Time: 1:26:58 ETA: 0:50:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1214.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1214.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1215 of 2020) |############ | Elapsed Time: 1:27:03 ETA: 0:59:05
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1215.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1215.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1216 of 2020) |############ | Elapsed Time: 1:27:07 ETA: 0:54:47
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1216.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1216.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1217 of 2020) |############ | Elapsed Time: 1:27:11 ETA: 0:49:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1217.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1217.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1218 of 2020) |############ | Elapsed Time: 1:27:15 ETA: 0:56:35
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1218.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1218.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1219 of 2020) |############ | Elapsed Time: 1:27:19 ETA: 0:56:14
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1219.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1219.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1220 of 2020) |############ | Elapsed Time: 1:27:23 ETA: 0:56:33
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1220.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1220.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1221 of 2020) |############ | Elapsed Time: 1:27:28 ETA: 0:56:19
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1221.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1221.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1222 of 2020) |############ | Elapsed Time: 1:27:32 ETA: 0:53:51
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1222.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1222.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1223 of 2020) |############ | Elapsed Time: 1:27:36 ETA: 0:53:11
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1223.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1223.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1224 of 2020) |############ | Elapsed Time: 1:27:40 ETA: 0:56:15
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1224.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1224.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1225 of 2020) |############ | Elapsed Time: 1:27:44 ETA: 0:56:44
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1225.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1225.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1226 of 2020) |############ | Elapsed Time: 1:27:48 ETA: 0:48:49
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1226.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1226.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1227 of 2020) |############ | Elapsed Time: 1:27:52 ETA: 0:57:10
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1227.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1227.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1228 of 2020) |############ | Elapsed Time: 1:27:56 ETA: 0:51:29
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1228.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1228.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1229 of 2020) |############ | Elapsed Time: 1:28:00 ETA: 0:55:48
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1229.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1229.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1230 of 2020) |############ | Elapsed Time: 1:28:04 ETA: 0:54:08
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1230.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1230.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1231 of 2020) |############ | Elapsed Time: 1:28:09 ETA: 0:54:58
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1231.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1231.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 60% (1232 of 2020) |############ | Elapsed Time: 1:28:13 ETA: 0:59:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1232.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1232.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1233 of 2020) |############ | Elapsed Time: 1:28:17 ETA: 0:53:38
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1233.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1233.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1234 of 2020) |############ | Elapsed Time: 1:28:21 ETA: 0:50:32
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1234.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1234.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1235 of 2020) |############ | Elapsed Time: 1:28:26 ETA: 0:58:16
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1235.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1235.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1236 of 2020) |############ | Elapsed Time: 1:28:30 ETA: 0:53:52
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1236.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1236.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1237 of 2020) |############ | Elapsed Time: 1:28:33 ETA: 0:49:13
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1237.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1237.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1238 of 2020) |############ | Elapsed Time: 1:28:38 ETA: 0:55:59
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1238.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1238.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1239 of 2020) |############ | Elapsed Time: 1:28:42 ETA: 0:52:12
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1239.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1239.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1240 of 2020) |############ | Elapsed Time: 1:28:46 ETA: 0:51:50
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1240.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1240.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1241 of 2020) |############ | Elapsed Time: 1:28:50 ETA: 0:57:17
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1241.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1241.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1242 of 2020) |############ | Elapsed Time: 1:28:54 ETA: 0:53:22
saving model
WARNING:absl:Found untraced functions such as lstm_cell_1_layer_call_fn, lstm_cell_1_layer_call_and_return_conditional_losses while saving (showing 2 of 2). These functions will not be directly callable after loading.
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1242.pickle/assets
INFO:tensorflow:Assets written to: models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1242.pickle/assets WARNING:absl:<keras.layers.recurrent.LSTMCell object at 0x7f21ec17ad90> has the same name 'LSTMCell' as a built-in Keras object. Consider renaming <class 'keras.layers.recurrent.LSTMCell'> to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function. 61% (1243 of 2020) |############ | Elapsed Time: 1:28:58 ETA: 0:51:11
test()
El colab tuvo un error acá y no terminó el proceso de entrenamiento
En este último paso compararemos diferentes modelos. En la carpeta models/chords encontrarás los datos (en un formato similar al generado anteriormente) del entrenamiento de modelos similares con otros parámetros:
2.4.1 Compara los 3 modelos: grafica las funciones de loss para train y test de cada modelo.
pathaModel1 = "models/chords/2717-Shifted_True_Lr_1e-05_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2000_testsize_500_samples_per_bar8/params_0.txt"
pathaModel2 = "models/chords/5102-Shifted_True_Lr_1e-05_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_4000_testsize_1000_samples_per_bar8/params_0.txt"
pathaModel3 = "models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/params.txt" ## Modelo propio no finalizado
2717-Shifted_True_Lr
Model1_params = pd.read_csv(pathaModel1, sep=" ", names = ["Params", "Value"])
Model1_params
| Params | Value | |
|---|---|---|
| 0 | epochs: | 10 |
| 1 | train_set_size: | 2000 |
| 2 | test_set_size: | 500 |
| 3 | lstm_size: | 256 |
| 4 | embedding_dim: | 10 |
| 5 | learning_rate: | 1e-05 |
| 6 | shuffle_train_set: | True |
| 7 | test_step: | 500 |
| 8 | bidirectional: | False |
| 9 | num_chords: | 50 |
| 10 | chord_n: | 3 |
5102-Shifted_True_Lr
Model2_params = pd.read_csv(pathaModel2, sep=" ", names = ["Params", "Value"])
Model2_params
| Params | Value | |
|---|---|---|
| 0 | epochs: | 20 |
| 1 | train_set_size: | 4000 |
| 2 | test_set_size: | 1000 |
| 3 | lstm_size: | 256 |
| 4 | embedding_dim: | 10 |
| 5 | learning_rate: | 1e-05 |
| 6 | shuffle_train_set: | True |
| 7 | test_step: | 1000 |
| 8 | bidirectional: | False |
| 9 | num_chords: | 50 |
| 10 | chord_n: | 3 |
Model3_params = pd.read_csv(pathaModel3, sep=" ", names = ["Params", "Value"]) ### Modelo propio no culminado por un problema en colab
Model3_params
| Params | Value | |
|---|---|---|
| 0 | epochs: | 10 |
| 1 | train_set_size: | 2020 |
| 2 | test_set_size: | 500 |
| 3 | lstm_size: | 256 |
| 4 | embedding_dim: | 10 |
| 5 | learning_rate: | 1e-06 |
| 6 | shuffle_train_set: | True |
| 7 | test_step: | 500 |
| 8 | bidirectional: | False |
| 9 | num_chords: | 50 |
| 10 | chord_n: | 3 |
Los modelos datos difieren en el número de épocas y en los tamaños de los datasets de train y test. La estructura de la red es la misma en los casos presentados
Comparación de la pérdida de los modelos
import pandas as pd
def lossPlot(pathTrain, pathTest):
train = pd.read_pickle(pathTrain)
test = pd.read_pickle(pathTest)
plt.plot(train[0], train[1])
plt.plot(test[0], test[1])
plt.ylabel('Loss')
plt.xlabel('Epoch')
plt.legend(['Train_loss', 'Test_loss'], loc='upper left')
plt.show()
path_test_loss = "models/chords/2717-Shifted_True_Lr_1e-05_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2000_testsize_500_samples_per_bar8/total_test_loss_array.pickle"
path_train_loss = "models/chords/2717-Shifted_True_Lr_1e-05_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2000_testsize_500_samples_per_bar8/total_train_loss_array.pickle"
lossPlot(path_train_loss, path_test_loss)
path_test_loss = "models/chords/5102-Shifted_True_Lr_1e-05_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_4000_testsize_1000_samples_per_bar8/total_test_loss_array.pickle"
path_train_loss = "models/chords/5102-Shifted_True_Lr_1e-05_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_4000_testsize_1000_samples_per_bar8/total_train_loss_array.pickle"
lossPlot(path_train_loss, path_test_loss)
Los modelos muestran overfitting debido a las diferencias en la pérdida que se observan entre el dataset de train y test
path_test_loss = 'models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/total_test_loss_array.pickle'
path_train_loss = 'models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/total_train_loss_array.pickle'
train = pd.read_pickle(path_train_loss)
test = pd.read_pickle(path_test_loss)
plt.plot(train)
plt.plot(test)
[<matplotlib.lines.Line2D at 0x7f21e6d55290>]
En el caso del modelo propio no se observa aún overfitting sin embargo el entrenamiento no se completó
En esta sección recrearemos la figura 8 del artículo con la red que hemos entrenado y la que mejor performance nos ha dado en la comparación.
from keras.models import load_model
import keras
from keras import backend as K
3.1.1 Utiliza el load_model de keras para cargar:
Se elegió el 5102-Shifted por tener una curva de pérdida en train y test un poco más suavizada y con la forma esperada
pathBp_Model = "models/chords/5102-Shifted_True_Lr_1e-05_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_4000_testsize_1000_samples_per_bar8/model_Epoch14_4000.pickle"
bp_model = load_model(pathBp_Model)
bp_model.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
embedding (Embedding) (1, 1, 10) 500
lstm (LSTM) (1, 256) 273408
dense (Dense) (1, 50) 12850
activation (Activation) (1, 50) 0
=================================================================
Total params: 286,758
Trainable params: 286,758
Non-trainable params: 0
_________________________________________________________________
3.1.2 Ahora crearemos, para cada modelo, un nuevo modelo para los embedding. Para hacer esto, deberás crear un nuevo modelo cuya entrada sea igual a la entrada de los modelos originales y la salida sea el layer "embedding". Esto lo puedes hacer usando la función get_layer() del modelo.
layer_bp_model = bp_model.get_layer('embedding')
modeloBest_bp_model = Sequential()
modeloBest_bp_model.add(layer_bp_model)
modeloBest_bp_model.add(Activation('softmax'))
modeloBest_bp_model.summary()
Model: "sequential_14"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
embedding (Embedding) multiple 500
activation_3 (Activation) (1, 1, 10) 0
=================================================================
Total params: 500
Trainable params: 500
Non-trainable params: 0
_________________________________________________________________
3.1.3 El modelo de embedding recibe un acorde y devuelve un vector de 10 dimensiones con el embedding para cada acorde. Calcula estos vectores con cada uno de los modelos de embedding
import random
import pandas as pd
df = pd.read_pickle("data/dataset.pkl")
print("Total canciones de test: {}".format(len(df[1])))
train = [np.array(i) for i in df[0]]
test = [np.array(i) for i in df[1]]
test_set_size = 50 ### 500
test_set = random.sample(test, k=test_set_size)
Total canciones de test: 3780
predict1 = modeloBest.predict(test_set[0])
predict1.shape
(118, 1, 10)
3.1.4 Aplica un squeeze para eliminar los ejes de dimensión 1. El resultado de este squeeze debería ser (50,10)
np.squeeze(predic1).shape
(118, 10)
predicciones_bp_model = []
for e,i in enumerate(test_set):
prd = np.squeeze(modeloBest.predict(test_set[e]))
predicciones_bp_model.append(prd)
print(len(predicciones_bp_model))
50
predicciones_bp_model[1].shape
(78, 10)
predicciones_bp_model[0].shape
(118, 10)
Se repite el proceso para nuestro modelo, utilizaremos la información del último fichero pickle
pathmy_model = "models/chords/3427-Shifted_True_Lr_1e-06_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_2020_testsize_500_samples_per_bar8/model_Epoch4_1490.pickle"
my_model = load_model(pathmy_model)
my_model.summary()
Model: "sequential_1"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
embedding (Embedding) (1, 1, 10) 500
lstm_1 (LSTM) (1, 256) 273408
dense_1 (Dense) (1, 50) 12850
activation_1 (Activation) (1, 50) 0
=================================================================
Total params: 286,758
Trainable params: 286,758
Non-trainable params: 0
_________________________________________________________________
layer_my_model = my_model.get_layer('embedding')
my_model_model = Sequential()
my_model_model.add(layer_my_model)
my_model_model.add(Activation('softmax'))
my_model_model.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
embedding (Embedding) (1, 1, 10) 500
activation (Activation) (1, 1, 10) 0
=================================================================
Total params: 500
Trainable params: 500
Non-trainable params: 0
_________________________________________________________________
predicciones_my_model_model = []
for e,i in enumerate(test_set):
prd = np.squeeze(my_model_model.predict(test_set[e]))
predicciones_my_model_model.append(prd)
print(len(predicciones_my_model_model))
50
Para acabar con nuestro análisis de los embeddings, vamos a realizar un proceso de PCA para reducir las dimensiones de los vectores resultantes y poder graficarlos en 2D.
from sklearn.preprocessing import StandardScaler
from sklearn.decomposition import PCA
3.2.1 Escalar los vectores y aplicar PCA para reducir a 2 las dimensiones
scaler = StandardScaler()
pca = PCA(n_components=2)
predicciones_bp_model_scaled_2D = []
for e,i in enumerate(predicciones_bp_model):
scaled = scaler.fit_transform(i)
scaled_2D = pca.fit_transform(scaled)
predicciones_bp_model_scaled_2D.append(scaled_2D)
predicciones_bp_model_scaled_2D[0].shape
(118, 2)
predicciones_bp_model_scaled_2D[0][0]
array([5.0881453, 4.613342 ], dtype=float32)
3.2.2 Grafica para ambos embeddings los vectores en un scatterplot. Añadele anotaciones con las notas del acorde y comenta el resultado: ¿Observas el efecto word2vect en las gráficas?
predicciones_bp_model_scaled_2D_DF = []
for i in predicciones_bp_model_scaled_2D:
dataF = pd.DataFrame(i, columns = ["Component1","Component2"])
predicciones_bp_model_scaled_2D_DF.append(dataF)
data_bp_model = pd.concat(predicciones_bp_model_scaled_2D_DF)
data_bp_model.head()
| Component1 | Component2 | |
|---|---|---|
| 0 | 5.088145 | 4.613342 |
| 1 | -2.076427 | -1.098497 |
| 2 | -2.076430 | -1.098497 |
| 3 | 2.600599 | -1.728234 |
| 4 | 2.513238 | 0.930379 |
import seaborn as sns
sns.relplot(data_bp_model["Component1"],data_bp_model["Component2"]).set(title='Vectores predichos por la Embedding bp Model')
plt.show()
/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation. FutureWarning
Usa esta función para obtener un índice para los acordes y sus notas
def get_chord_dict():
chord_to_index = pickle.load(open(dict_path + chord_dict_name, 'rb'))
index_to_chord = pickle.load(open(dict_path + index_dict_name, 'rb'))
return chord_to_index, index_to_chord
chord_to_index, idx_2_chord = get_chord_dict()
def get_chord_dict_no_shifted():
chord_to_index = pickle.load(open('data/chord_dict.pickle', 'rb'))
index_to_chord = pickle.load(open('data/index_dict.pickle', 'rb'))
return chord_to_index, index_to_chord
chord_to_index_, idx_2_chord_ = get_chord_dict_no_shifted()
plot_5th_circle(data_bp_model.values)
plot_5th_circle(data_bp_model.sample(200).values)
Realizamos el mismo proceso pero con las predicciones generadas por nuestro modelo
from sklearn.preprocessing import StandardScaler
from sklearn.decomposition import PCA
scaler = StandardScaler()
pca = PCA(n_components=2)
predicciones_my_model_model_scaled_2D = []
for e,i in enumerate(predicciones_my_model_model):
scaled = scaler.fit_transform(i)
scaled_2D = pca.fit_transform(scaled)
predicciones_my_model_model_scaled_2D.append(scaled_2D)
predicciones_my_model_scaled_2D_DF = []
for i in predicciones_my_model_model_scaled_2D:
dataF = pd.DataFrame(i, columns = ["Component1","Component2"])
predicciones_my_model_scaled_2D_DF.append(dataF)
data_my_model = pd.concat(predicciones_my_model_scaled_2D_DF)
data_my_model.head()
| Component1 | Component2 | |
|---|---|---|
| 0 | 1.778081 | -0.544232 |
| 1 | -0.278100 | 2.012811 |
| 2 | -0.278100 | 2.012811 |
| 3 | -0.278100 | 2.012811 |
| 4 | -0.278100 | 2.012811 |
import seaborn as sns
sns.relplot(data_my_model["Component1"],data_my_model["Component2"]).set(title='Vectores predichos por la Embedding my Model')
plt.show()
/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation. FutureWarning
plot_5th_circle(data_my_model.sample(200).values)
plot_5th_circle(data_my_model.sample(4000).values)
En los gráficos de dispersión de las predicciones de ambos modelos se observan agrupaciones de notas, por lo tanto si hay un efecto de la capa embeddig
3.2.3 Crea una función para calcular todas las distancias entre los primero 20 acordes. Luego haz una lista con las 10 distancias mínimas para ambos modelos. ¿Están relacionados estos acordes con distancias mínimas?
En este bonus track, y usando lo mismo que has usado para los apartados anteriores, podrás dibujar la rueda de quintas con datos entrenados sobre la misma base de datos, pero no hacer el shifteo de los acordes.
Usa los datos que encontrarás en la carpeta models/chords/9671-Shifted_False... para repetir el proceso del análisis de PCA
Una vez tienes los vectores, llama a las siguientes funciones para dibujar la rueda de quintas
def get_chord_dict_no_shifted():
chord_to_index = pickle.load(open('data/chord_dict.pickle', 'rb'))
index_to_chord = pickle.load(open('data/index_dict.pickle', 'rb'))
return chord_to_index, index_to_chord
chord_to_index_, idx_2_chord_ = get_chord_dict_no_shifted()
ddd={tuple((0,4,7)):'C',
tuple((1,5,8)):'C#',
tuple((2,6,9)):'D',
tuple((3,7,10)):'D#',
tuple((4,8,11)):'E',
tuple((0,5,9)):'F',
tuple((1,6,10)):'F#',
tuple((2,7,11)):'G',
tuple((0,3,8)):'G#',
tuple((1,4,9)):'A',
tuple((2,5,10)):'A#',
tuple((3,6,11)):'B'}
def plot_5th_circle(X_chords_2d):
fig, ax = plt.subplots()
fig.set_size_inches(8, 6)
plt.tick_params(labelsize=12)
style = dict(size=12, color='black')
for i in range(0,len(idx_2_chord_)):
try:
ax.text(-X_chords_2d[i,0]-0.32,X_chords_2d[i,1]+0.11, ddd[idx_2_chord_[i]],**style)
ax.scatter(-X_chords_2d[i,0],X_chords_2d[i,1], c="blue", marker="*")
except:
pass
plt.show()
th5_Model_path = "models/chords/9671-Shifted_False_Lr_1.5e-05_EmDim_10_opt_Adam_bi_False_lstmsize_256_trainsize_4000_testsize_1000_samples_per_bar8/model_Epoch8_4000.pickle"
th5_model = load_model(th5_Model_path)
th5_model.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
embedding (Embedding) (1, 1, 10) 1000
lstm (LSTM) (1, 256) 273408
dense (Dense) (1, 100) 25700
activation (Activation) (1, 100) 0
=================================================================
Total params: 300,108
Trainable params: 300,108
Non-trainable params: 0
_________________________________________________________________
from sklearn.preprocessing import StandardScaler
from sklearn.decomposition import PCA
scaler = StandardScaler()
pca = PCA(n_components=2)
th_chords = th5_model.predict(list(chord_to_index_.values()))
th_chords = np.squeeze(th_chords)
th_chords_scaled = scaler.fit_transform(th_chords)
th_chords_scaled2C = pca.fit_transform(th_chords_scaled)
plot_5th_circle(th_chords_scaled2C) #pasa los vectores luego del análisis de PCA